```{python}
# Import needed libraries
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
%matplotlib inline
import seaborn as sns
color = sns.color_palette()
from sklearn.model_selection import train_test_split
from sklearn.metrics import average_precision_score, roc_auc_score, precision_recall_fscore_support, confusion_matrix, classification_report
from sklearn.metrics import mean_squared_error, pairwise_distances
from tensorflow.keras.models import Model
from tensorflow.keras.layers import Input, Embedding, Flatten, dot
from tensorflow.keras.optimizers import Adam
plt.style.use("fivethirtyeight")
```Book Recommender System
Blog Post Inspiration and Objectives
In this blog post, I was hoping to take on the classic beginner/intermediate challenge of creating a simple Machine Learning recommendation system, imitating ones used at Big-Tech companies such as Netflix. Additionally, with so many examples online about Machine Learning movie recommendation systems, I decided to look to establish this system on another area which has always piqued my interest: books. With that said, let’s try to analyze and create this system with some Machine Learning:
Data Preprocessing - Cleaning and Analytics
First, we will read and display all of the initial datasets in our file system for this blog post, downloaded from Kaggle. These datasets contains loads of valuable information such as Book-ISBNS, user-ids for the (anonymous) users/reviewers, book ratings, etc.
```{python}
# Reading and displaying all of the initial datasets
books_df = pd.read_csv("datasets/Books.csv")
ratings_df = pd.read_csv("datasets/Ratings.csv")
users_df = pd.read_csv("datasets/Users.csv")
```C:\Users\andre\AppData\Local\Temp\ipykernel_10244\2730945584.py:2: DtypeWarning: Columns (3) have mixed types. Specify dtype option on import or set low_memory=False.
books_df = pd.read_csv("datasets/Books.csv")
For clarity on the constraints and parameters of the working datasets, I went to find high-level exploratory statistics on all of the datasets: shape, information about all of the entries, etc.
```{python}
# Determining the shape of each of the initial datasets
books_df.shape, ratings_df.shape, users_df.shape
```((271360, 8), (1149780, 3), (278858, 3))
```{python}
# Figuring out all of the columns (and their names) available for me to use in the dataset
books_df.columns, ratings_df.columns, users_df.columns
```(Index(['ISBN', 'Book-Title', 'Book-Author', 'Year-Of-Publication', 'Publisher',
'Image-URL-S', 'Image-URL-M', 'Image-URL-L'],
dtype='object'),
Index(['User-ID', 'ISBN', 'Book-Rating'], dtype='object'),
Index(['User-ID', 'Location', 'Age'], dtype='object'))
```{python}
# Getting basic information about the all of the datasets
books_df.info(), ratings_df.info(), users_df.info()
```<class 'pandas.core.frame.DataFrame'>
RangeIndex: 271360 entries, 0 to 271359
Data columns (total 8 columns):
# Column Non-Null Count Dtype
--- ------ -------------- -----
0 ISBN 271360 non-null object
1 Book-Title 271360 non-null object
2 Book-Author 271358 non-null object
3 Year-Of-Publication 271360 non-null object
4 Publisher 271358 non-null object
5 Image-URL-S 271360 non-null object
6 Image-URL-M 271360 non-null object
7 Image-URL-L 271357 non-null object
dtypes: object(8)
memory usage: 16.6+ MB
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1149780 entries, 0 to 1149779
Data columns (total 3 columns):
# Column Non-Null Count Dtype
--- ------ -------------- -----
0 User-ID 1149780 non-null int64
1 ISBN 1149780 non-null object
2 Book-Rating 1149780 non-null int64
dtypes: int64(2), object(1)
memory usage: 26.3+ MB
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 278858 entries, 0 to 278857
Data columns (total 3 columns):
# Column Non-Null Count Dtype
--- ------ -------------- -----
0 User-ID 278858 non-null int64
1 Location 278858 non-null object
2 Age 168096 non-null float64
dtypes: float64(1), int64(1), object(1)
memory usage: 6.4+ MB
(None, None, None)
```{python}
# Seeing each of the dataframes individually
books_df
```| ISBN | Book-Title | Book-Author | Year-Of-Publication | Publisher | Image-URL-S | Image-URL-M | Image-URL-L | |
|---|---|---|---|---|---|---|---|---|
| 0 | 0195153448 | Classical Mythology | Mark P. O. Morford | 2002 | Oxford University Press | http://images.amazon.com/images/P/0195153448.0... | http://images.amazon.com/images/P/0195153448.0... | http://images.amazon.com/images/P/0195153448.0... |
| 1 | 0002005018 | Clara Callan | Richard Bruce Wright | 2001 | HarperFlamingo Canada | http://images.amazon.com/images/P/0002005018.0... | http://images.amazon.com/images/P/0002005018.0... | http://images.amazon.com/images/P/0002005018.0... |
| 2 | 0060973129 | Decision in Normandy | Carlo D'Este | 1991 | HarperPerennial | http://images.amazon.com/images/P/0060973129.0... | http://images.amazon.com/images/P/0060973129.0... | http://images.amazon.com/images/P/0060973129.0... |
| 3 | 0374157065 | Flu: The Story of the Great Influenza Pandemic... | Gina Bari Kolata | 1999 | Farrar Straus Giroux | http://images.amazon.com/images/P/0374157065.0... | http://images.amazon.com/images/P/0374157065.0... | http://images.amazon.com/images/P/0374157065.0... |
| 4 | 0393045218 | The Mummies of Urumchi | E. J. W. Barber | 1999 | W. W. Norton & Company | http://images.amazon.com/images/P/0393045218.0... | http://images.amazon.com/images/P/0393045218.0... | http://images.amazon.com/images/P/0393045218.0... |
| ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 271355 | 0440400988 | There's a Bat in Bunk Five | Paula Danziger | 1988 | Random House Childrens Pub (Mm) | http://images.amazon.com/images/P/0440400988.0... | http://images.amazon.com/images/P/0440400988.0... | http://images.amazon.com/images/P/0440400988.0... |
| 271356 | 0525447644 | From One to One Hundred | Teri Sloat | 1991 | Dutton Books | http://images.amazon.com/images/P/0525447644.0... | http://images.amazon.com/images/P/0525447644.0... | http://images.amazon.com/images/P/0525447644.0... |
| 271357 | 006008667X | Lily Dale : The True Story of the Town that Ta... | Christine Wicker | 2004 | HarperSanFrancisco | http://images.amazon.com/images/P/006008667X.0... | http://images.amazon.com/images/P/006008667X.0... | http://images.amazon.com/images/P/006008667X.0... |
| 271358 | 0192126040 | Republic (World's Classics) | Plato | 1996 | Oxford University Press | http://images.amazon.com/images/P/0192126040.0... | http://images.amazon.com/images/P/0192126040.0... | http://images.amazon.com/images/P/0192126040.0... |
| 271359 | 0767409752 | A Guided Tour of Rene Descartes' Meditations o... | Christopher Biffle | 2000 | McGraw-Hill Humanities/Social Sciences/Languages | http://images.amazon.com/images/P/0767409752.0... | http://images.amazon.com/images/P/0767409752.0... | http://images.amazon.com/images/P/0767409752.0... |
271360 rows × 8 columns
```{python}
ratings_df
```| User-ID | ISBN | Book-Rating | |
|---|---|---|---|
| 0 | 276725 | 034545104X | 0 |
| 1 | 276726 | 0155061224 | 5 |
| 2 | 276727 | 0446520802 | 0 |
| 3 | 276729 | 052165615X | 3 |
| 4 | 276729 | 0521795028 | 6 |
| ... | ... | ... | ... |
| 1149775 | 276704 | 1563526298 | 9 |
| 1149776 | 276706 | 0679447156 | 0 |
| 1149777 | 276709 | 0515107662 | 10 |
| 1149778 | 276721 | 0590442449 | 10 |
| 1149779 | 276723 | 05162443314 | 8 |
1149780 rows × 3 columns
```{python}
users_df
```| User-ID | Location | Age | |
|---|---|---|---|
| 0 | 1 | nyc, new york, usa | NaN |
| 1 | 2 | stockton, california, usa | 18.0 |
| 2 | 3 | moscow, yukon territory, russia | NaN |
| 3 | 4 | porto, v.n.gaia, portugal | 17.0 |
| 4 | 5 | farnborough, hants, united kingdom | NaN |
| ... | ... | ... | ... |
| 278853 | 278854 | portland, oregon, usa | NaN |
| 278854 | 278855 | tacoma, washington, united kingdom | 50.0 |
| 278855 | 278856 | brampton, ontario, canada | NaN |
| 278856 | 278857 | knoxville, tennessee, usa | NaN |
| 278857 | 278858 | dublin, n/a, ireland | NaN |
278858 rows × 3 columns
Before I can pass the datasets over to the Machine Learning model for training and prediction, I had to consolidate all of my datasets into one so that it would be more easier and convenient to analyze.
```{python}
# Remove any unnecessary columns (before merging)
books_df.drop(columns=["Image-URL-S", "Image-URL-M", "Image-URL-L"], axis=1, inplace=True)
books_df
```| ISBN | Book-Title | Book-Author | Year-Of-Publication | Publisher | |
|---|---|---|---|---|---|
| 0 | 0195153448 | Classical Mythology | Mark P. O. Morford | 2002 | Oxford University Press |
| 1 | 0002005018 | Clara Callan | Richard Bruce Wright | 2001 | HarperFlamingo Canada |
| 2 | 0060973129 | Decision in Normandy | Carlo D'Este | 1991 | HarperPerennial |
| 3 | 0374157065 | Flu: The Story of the Great Influenza Pandemic... | Gina Bari Kolata | 1999 | Farrar Straus Giroux |
| 4 | 0393045218 | The Mummies of Urumchi | E. J. W. Barber | 1999 | W. W. Norton & Company |
| ... | ... | ... | ... | ... | ... |
| 271355 | 0440400988 | There's a Bat in Bunk Five | Paula Danziger | 1988 | Random House Childrens Pub (Mm) |
| 271356 | 0525447644 | From One to One Hundred | Teri Sloat | 1991 | Dutton Books |
| 271357 | 006008667X | Lily Dale : The True Story of the Town that Ta... | Christine Wicker | 2004 | HarperSanFrancisco |
| 271358 | 0192126040 | Republic (World's Classics) | Plato | 1996 | Oxford University Press |
| 271359 | 0767409752 | A Guided Tour of Rene Descartes' Meditations o... | Christopher Biffle | 2000 | McGraw-Hill Humanities/Social Sciences/Languages |
271360 rows × 5 columns
```{python}
# Merge the books and ratings dataframes to have one & inclusive dataframe,
# combining all book, user, and rating information
df = pd.merge(books_df, ratings_df, on="ISBN")
df
```| ISBN | Book-Title | Book-Author | Year-Of-Publication | Publisher | User-ID | Book-Rating | |
|---|---|---|---|---|---|---|---|
| 0 | 0195153448 | Classical Mythology | Mark P. O. Morford | 2002 | Oxford University Press | 2 | 0 |
| 1 | 0002005018 | Clara Callan | Richard Bruce Wright | 2001 | HarperFlamingo Canada | 8 | 5 |
| 2 | 0002005018 | Clara Callan | Richard Bruce Wright | 2001 | HarperFlamingo Canada | 11400 | 0 |
| 3 | 0002005018 | Clara Callan | Richard Bruce Wright | 2001 | HarperFlamingo Canada | 11676 | 8 |
| 4 | 0002005018 | Clara Callan | Richard Bruce Wright | 2001 | HarperFlamingo Canada | 41385 | 0 |
| ... | ... | ... | ... | ... | ... | ... | ... |
| 1031131 | 0440400988 | There's a Bat in Bunk Five | Paula Danziger | 1988 | Random House Childrens Pub (Mm) | 276463 | 7 |
| 1031132 | 0525447644 | From One to One Hundred | Teri Sloat | 1991 | Dutton Books | 276579 | 4 |
| 1031133 | 006008667X | Lily Dale : The True Story of the Town that Ta... | Christine Wicker | 2004 | HarperSanFrancisco | 276680 | 0 |
| 1031134 | 0192126040 | Republic (World's Classics) | Plato | 1996 | Oxford University Press | 276680 | 0 |
| 1031135 | 0767409752 | A Guided Tour of Rene Descartes' Meditations o... | Christopher Biffle | 2000 | McGraw-Hill Humanities/Social Sciences/Languages | 276680 | 0 |
1031136 rows × 7 columns
Additionally, before handing my combined Book dataset over for Machine Learning training and prediction, I need to clean the data prior to the analysis stage: removing duplicates, deleting null/NaN vales, fixing types of columns, filling invalid values with suitable alternatives, etc. Fortunately, the data inherited from Kaggle here is in a preferable format already, so there does not need to be extensive amount of data cleaning here.
```{python}
# Figuring out the number of duplicated elements in the dataset (could be
# problematic if not resolved)
df.duplicated().sum()
```0
```{python}
# Figuring out the number of 'null'/'NaN' elements in the dataset (if NaN
# filling is needed or not)
(df.isnull().sum() / df.shape[0]) * 100
```ISBN 0.000000
Book-Title 0.000000
Book-Author 0.000194
Year-Of-Publication 0.000000
Publisher 0.000194
User-ID 0.000000
Book-Rating 0.000000
dtype: float64
```{python}
# Fill unknown and unformatted values with proper ones for readability and to
# improve data accuracy and relevance
df["Book-Author"].fillna("N/A", inplace=True)
df["Publisher"].fillna("N/A", inplace=True)
df["Year-Of-Publication"] = df["Year-Of-Publication"].astype(str)
df["Year-Of-Publication"] = df["Year-Of-Publication"].map(lambda entry: entry if entry.isnumeric() else df["Year-Of-Publication"].mode()[0])
df["Year-Of-Publication"] = df["Year-Of-Publication"].astype("int64")
# Change types of columns to allow an easier time to parse
df["Book-Title"] = df["Book-Title"].astype(str)
df["Book-Author"] = df["Book-Author"].astype(str)
df["ISBN"] = df["ISBN"].astype(str)
df["Publisher"] = df["Publisher"].astype(str)
# Getting basic information about the dataset (once again)
df.info()
```<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1031136 entries, 0 to 1031135
Data columns (total 7 columns):
# Column Non-Null Count Dtype
--- ------ -------------- -----
0 ISBN 1031136 non-null object
1 Book-Title 1031136 non-null object
2 Book-Author 1031136 non-null object
3 Year-Of-Publication 1031136 non-null int64
4 Publisher 1031136 non-null object
5 User-ID 1031136 non-null int64
6 Book-Rating 1031136 non-null int64
dtypes: int64(3), object(4)
memory usage: 55.1+ MB
As defined in the code snippet below, with subsequent modifications and copies of the working dataset, there will be a need to quantify the status and real-life/applicable statistics out to you, the user. Thus, I designed a function to report needed information called report_basic_stats. From time to time, there will be calls to this function, giving up-to-date information about the state of the dataset currently modified.
```{python}
def report_basic_stats(dataframe: pd.DataFrame, type: str):
global n_users, n_books
n_users = dataframe["User-ID"].unique().shape[0]
n_books = dataframe["ISBN"].unique().shape[0]
n_ratings = len(dataframe["Book-Rating"])
avg_num_ratings_per_user = n_ratings / n_users
print("Number of Unique Book Users in This Dataset ({}):".format(type), n_users)
print("Number of Unique Book Titles / ISBNs in This Dataset ({}):".format(type), n_books)
print("Number of Total Ratings in This Dataset ({}):".format(type), n_ratings)
print("Average Number of Book Ratings per User in This Dataset ({}):".format(type), round(avg_num_ratings_per_user, 3))
```Alright, let’s begin by looking at the up-to-date information about the state of the original dataset using the report_basic_stats function:
```{python}
report_basic_stats(df, "Regular")
```Number of Unique Book Users in This Dataset (Regular): 92106
Number of Unique Book Titles / ISBNs in This Dataset (Regular): 270151
Number of Total Ratings in This Dataset (Regular): 1031136
Average Number of Book Ratings per User in This Dataset (Regular): 11.195
At this point, the data has been cleaned. However, there are some modifications that I have considered in this case such as limiting the amount of Book-ISBNs and Book-Users displayed (up to 3000 in this case). This is intentional to keep the dataset from becoming too long to visualize and compute within the Machine Learning model.
```{python}
# Filter the first 3000 Book-ISBNs in Dataset
book_isbn_index = df.groupby("ISBN").count().sort_values(by="Book-Rating", ascending=False)[0:3000].index
df2 = df[df["ISBN"].isin(book_isbn_index)]
df2.count()
```ISBN 271456
Book-Title 271456
Book-Author 271456
Year-Of-Publication 271456
Publisher 271456
User-ID 271456
Book-Rating 271456
dtype: int64
```{python}
# Filter the first 3000 Book-Users in Dataset
book_users_index = df2.groupby("User-ID").count().sort_values(by="Book-Rating", ascending=False)[0:3000].index
df3 = df2[df2["User-ID"].isin(book_users_index)]
df3.count()
```ISBN 172071
Book-Title 172071
Book-Author 172071
Year-Of-Publication 172071
Publisher 172071
User-ID 172071
Book-Rating 172071
dtype: int64
Since I had to cut down to 3000 Book-entries maximum in the dataset, I had to reindex the unique Book-ISBNs and Book User-IDs to account for this filtering. Thus, I removed all entries that were not part of this subset to maintain data consistency and integrity.
```{python}
# Make a separate dataframe for unique Book-ISBNs
book_isbns = df3["ISBN"].unique()
isbn_df = pd.DataFrame(data=book_isbns, columns=["Original-ISBN"])
isbn_df["New-ISBN"] = isbn_df.index + 1
``````{python}
# Make a separate dataframe for unique Book-Users (indicated by their IDs)
book_users = df3["User-ID"].unique()
users_df = pd.DataFrame(data=book_users, columns=["Original-User-ID"])
users_df["New-User-ID"] = users_df.index + 1
``````{python}
# Merge in new indices for Book-ISBN and Book-User-IDs that are modified
# from 1 to 3000 (accounts for scaling down of data)
cleaned_df = df3.merge(isbn_df, left_on="ISBN", right_on="Original-ISBN")
cleaned_df.drop(columns=["Original-ISBN"], axis=1, inplace=True)
cleaned_df = cleaned_df.merge(users_df, left_on="User-ID", right_on="Original-User-ID")
cleaned_df.drop(columns=["Original-User-ID"], axis=1, inplace=True)
cleaned_df
```| ISBN | Book-Title | Book-Author | Year-Of-Publication | Publisher | User-ID | Book-Rating | New-ISBN | New-User-ID | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | 0440234743 | The Testament | John Grisham | 1999 | Dell | 277478 | 0 | 1 | 1 |
| 1 | 0971880107 | Wild Animus | Rich Shapero | 2004 | Too Far | 277478 | 0 | 3 | 1 |
| 2 | 0671888587 | I'll Be Seeing You | Mary Higgins Clark | 1994 | 277478 | 0 | 9 | 1 | |
| 3 | 0440225701 | The Street Lawyer | JOHN GRISHAM | 1999 | Dell | 277478 | 0 | 15 | 1 |
| 4 | 0786868716 | The Five People You Meet in Heaven | Mitch Albom | 2003 | Hyperion | 277478 | 0 | 30 | 1 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 172066 | 0767908171 | A Short History of Nearly Everything | Bill Bryson | 2003 | Broadway | 70999 | 0 | 2798 | 3000 |
| 172067 | 0385234104 | Fatherhood | Bill Cosby | 1986 | Bantam Dell Pub Group | 70999 | 0 | 2857 | 3000 |
| 172068 | 0425190641 | Fire Ice: A Novel from the Numa Files (Kurt Au... | Clive Cussler | 2003 | Berkley Publishing Group | 70999 | 0 | 2874 | 3000 |
| 172069 | 0553584375 | No One to Trust | IRIS JOHANSEN | 2003 | Bantam | 70999 | 0 | 2880 | 3000 |
| 172070 | 044023512X | City of Light | Lauren Belfer | 2000 | Island | 70999 | 0 | 2941 | 3000 |
172071 rows × 9 columns
Here, I am trying to offer some visualizations of the cleaned dataset before we pass it over for Machine Learning training and prediction. The first visualization (below) describes about the total number of reviews given to each of the 3000 books in the dataset. Arbitrarily though, I set a maximum of 30 book titles visualized to save space as my editor could not plot more than that without it become illegible. The strategy there was grouping by Book-Titles and and counting number of Book-Rating entries for that particular Book entry.
```{python}
# Make a copy of the cleaned dataframe
cleaned_df_condensed_trends = cleaned_df.copy()
# Drop unnecessary columns
cleaned_df_condensed_trends.drop(labels=["ISBN",
"Book-Author",
"Year-Of-Publication",
"Publisher",
"User-ID",
"New-ISBN",
"New-User-ID"], axis=1, inplace=True)
# Used grouping and counting to gather book-review counts for each indexed title
cleaned_df_condensed_trends_copy = cleaned_df_condensed_trends.copy()
cleaned_df_condensed_trends = pd.DataFrame(cleaned_df_condensed_trends_copy
.groupby("Book-Title")["Book-Rating"]
.mean())
cleaned_df_condensed_trends["Total-Num-Of-Ratings"] = pd.DataFrame(cleaned_df_condensed_trends_copy
.groupby("Book-Title")["Book-Rating"]
.count())
cleaned_df_condensed_trends.head(10)
```| Book-Rating | Total-Num-Of-Ratings | |
|---|---|---|
| Book-Title | ||
| 10 Lb. Penalty | 1.911765 | 34 |
| 16 Lighthouse Road | 1.276596 | 47 |
| 1984 | 3.817460 | 126 |
| 1st to Die: A Novel | 2.893891 | 311 |
| 2010: Odyssey Two | 2.086207 | 58 |
| 204 Rosewood Lane | 1.581818 | 55 |
| 2061: Odyssey Three | 3.133333 | 30 |
| 24 Hours | 1.454545 | 44 |
| 2nd Chance | 2.704167 | 240 |
| 311 Pelican Court | 2.435897 | 39 |
```{python}
# Creating a bar graph describing number of reviews for first 30 books
plt.figure(figsize=(10, 8))
ax=plt.subplot()
ax.bar(cleaned_df_condensed_trends.head(30).index,
cleaned_df_condensed_trends["Total-Num-Of-Ratings"].head(30),
color="b")
ax.set_xticklabels(cleaned_df_condensed_trends.index,
rotation=30,
fontsize="12",
horizontalalignment="right")
ax.set_title("Total Number of Reviews For Each Book")
plt.show()
```C:\Users\andre\AppData\Local\Temp\ipykernel_10244\177655821.py:7: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.
ax.set_xticklabels(cleaned_df_condensed_trends.index,
Just to give an interesting statistic, I decided to make another copy of the working dataset, grouped by Book-Title but sorted by Book-Rating. This was intentional to output and report the most-popular (Top-50 rated books) and least-populat (Bottom-50 rated books) on average, which is an important piece of data for the user to know.
```{python}
# Calculate mean rating of all books (copy of cleaned dataframe)
# Output the Top-50 and Bottom-50 rated books on average
cleaned_df_sorted_mean_rating = cleaned_df.copy().groupby("Book-Title")["Book-Rating"].mean().sort_values(ascending=False)
print("--------- Sorted by Mean On Average: ---------\n")
print("--------- TOP 50: ---------\n", cleaned_df_sorted_mean_rating.head(50))
print("\n\n--------- BOTTOM 50: ---------\n", cleaned_df_sorted_mean_rating.tail(50))
```--------- Sorted by Mean On Average: ---------
--------- TOP 50: ---------
Book-Title
Generation Golf. Eine Inspektion 9.000000
Novocento, Un Monologo 9.000000
Io Non Ho Paura 8.000000
Herr Lehmann. 7.500000
L'Etranger (Collection Folio, 2) 6.777778
Griffin & Sabine: An Extraordinary Correspondence 6.000000
The Darwin Awards: Evolution in Action 5.653846
Harry Potter and the Sorcerer's Stone (Book 1) 5.651613
My Sister's Keeper : A Novel (Picoult, Jodi) 5.515152
Harry Potter and the Prisoner of Azkaban (Book 3) 5.465116
Harry Potter and the Goblet of Fire (Book 4) 5.445415
The Stand (The Complete and Uncut Edition) 5.433333
Balzac and the Little Chinese Seamstress 5.379310
Harry Potter and the Chamber of Secrets Postcard Book 5.363636
The Lone Ranger and Tonto Fistfight in Heaven 5.333333
Harry Potter and the Order of the Phoenix (Book 5) 5.277228
Hamlet 5.241379
The Lunatic Cafe (Anita Blake Vampire Hunter (Paperback)) 5.230769
The Little Prince 5.210526
Wiener Dog Art 5.157895
Weirdos From Another Planet! 5.147059
Killing Dance (Anita Blake Vampire Hunter (Paperback)) 5.142857
The Secret Garden 5.133333
Wicca: A Guide for the Solitary Practitioner 5.120000
Sabine's Notebook: In Which the Extraordinary Correspondence of Griffin & Sabine Continues 5.105263
The Metamorphosis (Bantam Classics) 5.062500
The Grapes of Wrath (20th Century Classics) 5.031250
The Lion, the Witch, and the Wardrobe (The Chronicles of Narnia, Book 2) 4.978723
Green Eggs and Ham (I Can Read It All by Myself Beginner Books) 4.931034
Harry Potter and the Chamber of Secrets (Book 2) 4.924092
The Cat in the Hat 4.903226
GREAT GATSBY (REISSUE) 4.800000
Ender's Game (Ender Wiggins Saga (Paperback)) 4.793478
The Vagina Monologues: The V-Day Edition 4.793103
The Godfather 4.783784
All I Need to Know I Learned from My Cat 4.769231
Hyperion 4.764706
Sister of My Heart 4.743590
Sense and Sensibility (Penguin Popular Classics) 4.733333
On the Banks of Plum Creek 4.718750
Rich Dad, Poor Dad: What the Rich Teach Their Kids About Money--That the Poor and Middle Class Do Not! 4.717949
The Lord of the Rings (Movie Art Cover) 4.714286
Needful Things: The Last Castle Rock Story 4.681818
The Jungle (Bantam Classics) 4.652174
Memoirs of a Geisha 4.638298
Pride & Prejudice (Wordsworth Classics) 4.631579
The Spirit Catches You and You Fall Down 4.600000
Anthem 4.590909
JITTERBUG PERFUME 4.571429
The Curious Incident of the Dog in the Night-Time (Vintage Contemporaries) 4.571429
Name: Book-Rating, dtype: float64
--------- BOTTOM 50: ---------
Book-Title
Silent Honor 0.735294
Vernon God Little: A 21st Century Comedy in the Presence of Death 0.727273
Ruthless.Com (Tom Clancy's Power Plays (Paperback)) 0.725806
The Blooding 0.722222
Where You Belong 0.720930
The Matarese Countdown 0.717949
Pleading Guilty 0.716049
Family Pictures 0.714286
Fortune's Hand 0.708333
Passion's Promise 0.705882
Ssn 0.700000
The Icarus Agenda 0.700000
Legacy of Silence 0.696970
Confessions of a Sociopathic Social Climber : The Katya Livingston Chronicles (Katya Livingston Chronicles (Hardcover)) 0.695652
The Blue Last: A Richard Jury Mystery (Richard Jury Mysteries (Paperback)) 0.695652
Subterranean 0.695652
The Legend of Bagger Vance 0.692308
State of Siege (Tom Clancy's Op-Center, 6) 0.680851
Man From St Petersburg 0.659091
Master of the Game 0.658537
Rosehaven 0.656250
The X-Files: Goblins 0.640000
Welcome to Dead House (Goosebumps, No 1) 0.638889
Ground Zero and Beyond 0.629032
Los Alamos: A Novel 0.620690
Treasures 0.617647
Whirlwind 0.606061
If Tomorrow Comes 0.605263
WEB OF DREAMS (Casteel Saga (Paperback)) 0.604651
Starting Over 0.600000
Hurricane Bay 0.600000
Montana 0.595238
Wild Animus 0.582865
People of the River (The First North Americans series, Book 4) 0.571429
Honor Among Thieves 0.568182
The Cat Who Went into the Closet 0.566038
After the Fire 0.564103
Yesterday 0.531250
Monster Blood (Goosebumps, No 3) 0.466667
Women in His Life 0.452381
Long, Lean, and Lethal 0.451613
Dating Game 0.400000
Billy Straight: A Novel 0.375000
McNally's Luck (Archy McNally Novels (Paperback)) 0.365854
Final Flight 0.333333
Stay Out of the Basement (Goosebumps, No 2) 0.285714
Say Cheese and Die! (Goosebumps, No 4) 0.275862
Long Time No See 0.161290
The Sculptress 0.000000
Der Vorleser 0.000000
Name: Book-Rating, dtype: float64
The second visualization gathers all of the numerical book-ratings across all books, contrasting how book reviewers score and evaluate these literature text sources generally. With this ranged data, it would seem most appropriate to display this visualization of statistical data within a histogram.
```{python}
sns.histplot(pd.DataFrame(cleaned_df_sorted_mean_rating)["Book-Rating"], color="r")
plt.title("Histogram - Distribution of Book-Ratings Across All Books in the Dataset")
plt.show()
```As compared to earlier, let’s look at the up-to-date information about the state of the reduced (in-size) dataset using the report_basic_stats function.
```{python}
report_basic_stats(cleaned_df, "Reduced")
```Number of Unique Book Users in This Dataset (Reduced): 3000
Number of Unique Book Titles / ISBNs in This Dataset (Reduced): 3000
Number of Total Ratings in This Dataset (Reduced): 172071
Average Number of Book Ratings per User in This Dataset (Reduced): 57.357
Machine Learning - Model Training and Evaluation
Great, now we are onto the Machine Learning part of the blog post!
Since the dataframe is now properly cleaned by this point, I had split the respective dataframe into the train, test, and validation datasets for the Machine Learning model with 90% going to the training dataset, the next 5% going to the validation dataset, and the last 5% going to the test dataset. Fortunately, because order of the data sequentially does not matter here, I was able to utilize the train_test_split function for shuffling and randomization, making the future-generated Machine Learning model more unpredictable but also more objective in its returned model results.
```{python}
# Configuring the Machine Learning Tensorflow Model by splitting the data 90% for testing,
# 5% for validation, and 5% for testing
X_train, X_test = train_test_split(cleaned_df, test_size=0.10, shuffle=True, random_state=2018)
X_val, X_test = train_test_split(X_test, test_size=0.50, shuffle=True, random_state=2018)
``````{python}
# Outputting the shape of the new datasets
print("Shape of Training Set:", X_train.shape, "and Size of Training Set:", X_train.size)
print("Shape of Validation Set:", X_val.shape, "and Size of Validation Set:", X_val.size)
print("Shape of Test Set:", X_test.shape, "and Size of Testing Set:", X_test.size)
```Shape of Training Set: (154863, 9) and Size of Training Set: 1393767
Shape of Validation Set: (8604, 9) and Size of Validation Set: 77436
Shape of Test Set: (8604, 9) and Size of Testing Set: 77436
As recommended online for any Collaborative-Filtering Recommendation Systems, one suggestion was to manually check and compute the mean_squared_error for ratings in your dataset. Thus, I defined a cost function that utilizes a sparse np.array starting with all 0’s of dimension-size n_users x n_books. The entries at specified locations would be converted non-zero by utilizing every Book-ISBN and Book User-ID position to generate a computed rating. The objective with calculating the mean_squared_error is to check how close estimates are to actual, observed values found within the given dataset.
```{python}
# Define my cost function (mean-squared error) for each dataset before the
# invokation of the Machine Learning algorithm
df_ratings_train = np.zeros((n_users, n_books))
for r in X_train.itertuples():
df_ratings_train[r[9] - 1, r[8] - 1] = r[7]
print(df_ratings_train.shape)
df_ratings_train
```(3000, 3000)
array([[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
...,
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.]])
```{python}
df_ratings_validation = np.zeros((n_users, n_books))
for r in X_val.itertuples():
df_ratings_validation[r[9] - 1, r[8] - 1] = r[7]
print(df_ratings_validation.shape)
df_ratings_validation
```(3000, 3000)
array([[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
...,
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.]])
```{python}
df_ratings_test = np.zeros((n_users, n_books))
for r in X_test.itertuples():
df_ratings_test[r[9] - 1, r[8] - 1] = r[7]
print(df_ratings_test.shape)
df_ratings_test
```(3000, 3000)
array([[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
...,
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.]])
After the dataframes had the cost function computed for all, I made 2 matrices - one for the book user-similiarity and one for the book item-similarity. The idea here is to account for relative difference in the ratings between several distinct Book-Users and Book-ISBNs (items) themselves. Statically proven, relative differences in ratings give more insight than the absolute rating values. As described on the CambridgeSpark reference below, the rating system could be skewed by human biases such as solid consistent ratings for good vs. bad books through cover inspection, ratings based on topic preference or thoughts on the user’s views rather than objective review, etc.
Note that in the user-based similarity predictions that ratings as weights need to be normalized, so summation and average on top of a dot-product calcuation on the matrix is needed. This is to make sure the ratings stay within the expected range of 1.0 (worst) to 10.0 (best).
At the end of the code cell below, a comparison on the prediction matrices with the df_ratings_test matrix using dimensionality reduction and the mean_squared_error function the sklearn.metrics module is computed to quantify the closeness of estimates to the actual dataset (as described previously).
```{python}
# Computes the cosine similarity between all books using pairwise distancing
book_user_similarity = pairwise_distances(df_ratings_train, metric="cosine")
book_item_similarity = pairwise_distances(df_ratings_train.T, metric="cosine")
# Calculates prediction ratio for book_users and book_items
def perform_prediction_similarity_based(ratings, similiarity, pred_type="user"):
if pred_type == "user":
mean_user_rating = ratings.mean(axis=1)
# You use np.newaxis so that the user_rating has the same format as ratings
ratings_diff = (ratings - mean_user_rating[: np.newaxis])
pred = mean_user_rating[: np.newaxis] + (similiarity.dot(ratings_diff) / np.array([np.abs(similiarity).sum(axis=1)]))
elif pred_type == "item":
pred = ratings.dot(similiarity) / np.array([np.abs(similiarity).sum(axis=1)])
return pred
book_user_prediction = perform_prediction_similarity_based(df_ratings_train, book_user_similarity, pred_type="user")
book_item_prediction = perform_prediction_similarity_based(df_ratings_train, book_item_similarity, pred_type="item")
# Using predictions, calculates the mean squared error for each book_user and
# book_item
def compute_mean_square_error(predicted, actual):
predicted = predicted[actual.nonzero()].flatten()
actual = actual[actual.nonzero()].flatten()
return mean_squared_error(predicted, actual)
print("For Collaborative Filtering:")
print(f"Book User-Based Mean-Square-Error: {compute_mean_square_error(book_user_prediction, df_ratings_test)}")
print(f"Book Item-Based Mean-Square-Error: {compute_mean_square_error(book_item_prediction, df_ratings_test)}")
```For Collaborative Filtering:
Book User-Based Mean-Square-Error: 63.272539998623145
Book Item-Based Mean-Square-Error: 62.53832448961992
One other calculation that is beneficial to check with regards to these matrices includes matrix sparsity. With a less sparse matrix (through a lower-percentage return), I found that it was more beneficial to more efficient to use dense Machine Learning representations and algorithms optimized for dense data, which will done later while creating the Sequential layering of the model. After performing the calculations below, this seemed to be the case I was dealing with here.
```{python}
# Outputs the sparsity stats of a given dataframe
def print_sparsity_stats(df: pd.DataFrame, type: str):
print("-------------- Sparsity Stats for {}: --------------".format(type))
df_sparsity = float(len(df.nonzero()[0]))
df_sparsity /= (df.shape[0] * df.shape[1])
df_sparsity *= 100
print('Sparsity: {:4.2f}%'.format(df_sparsity))
``````{python}
# Check the sparsity stats of the ratings' train, validation, and test np.arrays
print_sparsity_stats(df_ratings_train, "Train")
print_sparsity_stats(df_ratings_validation, "Validation")
print_sparsity_stats(df_ratings_test, "Test")
```-------------- Sparsity Stats for Train: --------------
Sparsity: 0.53%
-------------- Sparsity Stats for Validation: --------------
Sparsity: 0.03%
-------------- Sparsity Stats for Test: --------------
Sparsity: 0.03%
Now, I began to configure the Machine Learning model. We added Sequential layers of Input: incorporated an Input layer 1 by 1 because I only had 1 np.array as Input for Book-Users and another one as Input for Book-Items themselves, utilize a Embedding as recommended for each of the Input layers for models like these, and I followed up with flattening for dimensionality-reduction of both embeddings with input. Combining it with the dot-product of the two vector embeddings with input to make the initial model, we compiled it, utilzing the mean_square_error as our minimizing loss function, using the Adam optimizer, and comparing our trained model against our data with the mean_absolute_error metric. Lastly, I fitted our model, utilzing both of our X_train datasets and the Y_train dataset for fitting with validation from both of our X_val datasets and the Y_val dataset at 100 epochs.
```{python}
# Apply the Input, Embeddings, and Dot Product on the Model
n_latent_fact = 1
user_input = Input(shape=[1], name="User")
user_embedding = Embedding(input_dim=n_users + 1,
output_dim=n_latent_fact,
name="User_Embedding")(user_input)
user_vec = Flatten(name="Flatten_Users")(user_embedding)
book_input = Input(shape=[1], name="Book")
book_embedding = Embedding(input_dim=n_books + 1,
output_dim=n_latent_fact,
name="Book_Embedding")(book_input)
book_vec = Flatten(name="Flatten_Movies")(book_embedding)
dot_product = dot([book_vec, user_vec], axes=1)
model = Model(inputs=[user_input, book_input], outputs=dot_product)
# Compile the model and fit the datasets to it
model.compile(loss="mse",
optimizer=Adam(learning_rate=0.001),
metrics=["mean_absolute_error"])
book_rec_history = model.fit(x=(X_train["New-User-ID"], X_train["New-ISBN"]),
y=X_train["Book-Rating"],
epochs=100,
validation_data=([X_val["New-User-ID"], X_val["New-ISBN"]], X_val["Book-Rating"]),
use_multiprocessing=True)
```Epoch 1/100
1/4840 [..............................] - ETA: 34:16 - loss: 23.0632 - mean_absolute_error: 2.8753 49/4840 [..............................] - ETA: 4s - loss: 19.3988 - mean_absolute_error: 2.3672 94/4840 [..............................] - ETA: 5s - loss: 20.0067 - mean_absolute_error: 2.4320 139/4840 [..............................] - ETA: 5s - loss: 20.1503 - mean_absolute_error: 2.4384 184/4840 [>.............................] - ETA: 5s - loss: 19.9901 - mean_absolute_error: 2.4259 231/4840 [>.............................] - ETA: 5s - loss: 20.0454 - mean_absolute_error: 2.4234 277/4840 [>.............................] - ETA: 5s - loss: 19.8830 - mean_absolute_error: 2.4038 321/4840 [>.............................] - ETA: 5s - loss: 19.9844 - mean_absolute_error: 2.4153 368/4840 [=>............................] - ETA: 4s - loss: 20.0686 - mean_absolute_error: 2.4274 414/4840 [=>............................] - ETA: 4s - loss: 20.1198 - mean_absolute_error: 2.4342 460/4840 [=>............................] - ETA: 4s - loss: 19.9310 - mean_absolute_error: 2.4158 507/4840 [==>...........................] - ETA: 4s - loss: 19.9368 - mean_absolute_error: 2.4166 554/4840 [==>...........................] - ETA: 4s - loss: 19.9925 - mean_absolute_error: 2.4214 599/4840 [==>...........................] - ETA: 4s - loss: 19.9223 - mean_absolute_error: 2.4143 644/4840 [==>...........................] - ETA: 4s - loss: 19.8552 - mean_absolute_error: 2.4059 689/4840 [===>..........................] - ETA: 4s - loss: 19.7203 - mean_absolute_error: 2.3914 733/4840 [===>..........................] - ETA: 4s - loss: 19.6972 - mean_absolute_error: 2.3882 778/4840 [===>..........................] - ETA: 4s - loss: 19.7521 - mean_absolute_error: 2.3940 823/4840 [====>.........................] - ETA: 4s - loss: 19.7383 - mean_absolute_error: 2.3921 868/4840 [====>.........................] - ETA: 4s - loss: 19.7715 - mean_absolute_error: 2.3957 915/4840 [====>.........................] - ETA: 4s - loss: 19.7612 - mean_absolute_error: 2.3934 961/4840 [====>.........................] - ETA: 4s - loss: 19.7888 - mean_absolute_error: 2.39721006/4840 [=====>........................] - ETA: 4s - loss: 19.8223 - mean_absolute_error: 2.40151052/4840 [=====>........................] - ETA: 4s - loss: 19.8165 - mean_absolute_error: 2.40041097/4840 [=====>........................] - ETA: 4s - loss: 19.8183 - mean_absolute_error: 2.40081143/4840 [======>.......................] - ETA: 4s - loss: 19.7829 - mean_absolute_error: 2.39641189/4840 [======>.......................] - ETA: 4s - loss: 19.7611 - mean_absolute_error: 2.39381236/4840 [======>.......................] - ETA: 3s - loss: 19.8330 - mean_absolute_error: 2.40211282/4840 [======>.......................] - ETA: 3s - loss: 19.8382 - mean_absolute_error: 2.40231328/4840 [=======>......................] - ETA: 3s - loss: 19.8146 - mean_absolute_error: 2.40061374/4840 [=======>......................] - ETA: 3s - loss: 19.8242 - mean_absolute_error: 2.40221417/4840 [=======>......................] - ETA: 3s - loss: 19.8592 - mean_absolute_error: 2.40631463/4840 [========>.....................] - ETA: 3s - loss: 19.8342 - mean_absolute_error: 2.40431507/4840 [========>.....................] - ETA: 3s - loss: 19.8518 - mean_absolute_error: 2.40591552/4840 [========>.....................] - ETA: 3s - loss: 19.8378 - mean_absolute_error: 2.40471597/4840 [========>.....................] - ETA: 3s - loss: 19.8813 - mean_absolute_error: 2.40961642/4840 [=========>....................] - ETA: 3s - loss: 19.8722 - mean_absolute_error: 2.40771685/4840 [=========>....................] - ETA: 3s - loss: 19.8683 - mean_absolute_error: 2.40711731/4840 [=========>....................] - ETA: 3s - loss: 19.8759 - mean_absolute_error: 2.40861775/4840 [==========>...................] - ETA: 3s - loss: 19.8879 - mean_absolute_error: 2.41021820/4840 [==========>...................] - ETA: 3s - loss: 19.8875 - mean_absolute_error: 2.40981865/4840 [==========>...................] - ETA: 3s - loss: 19.8760 - mean_absolute_error: 2.40821910/4840 [==========>...................] - ETA: 3s - loss: 19.8969 - mean_absolute_error: 2.41041953/4840 [===========>..................] - ETA: 3s - loss: 19.9005 - mean_absolute_error: 2.41001999/4840 [===========>..................] - ETA: 3s - loss: 19.9299 - mean_absolute_error: 2.41382044/4840 [===========>..................] - ETA: 3s - loss: 19.9491 - mean_absolute_error: 2.41542090/4840 [===========>..................] - ETA: 3s - loss: 19.9820 - mean_absolute_error: 2.41942136/4840 [============>.................] - ETA: 3s - loss: 19.9729 - mean_absolute_error: 2.41762181/4840 [============>.................] - ETA: 2s - loss: 20.0135 - mean_absolute_error: 2.42152228/4840 [============>.................] - ETA: 2s - loss: 19.9989 - mean_absolute_error: 2.41922274/4840 [=============>................] - ETA: 2s - loss: 20.0245 - mean_absolute_error: 2.42222321/4840 [=============>................] - ETA: 2s - loss: 20.0170 - mean_absolute_error: 2.42122367/4840 [=============>................] - ETA: 2s - loss: 20.0183 - mean_absolute_error: 2.42082412/4840 [=============>................] - ETA: 2s - loss: 20.0136 - mean_absolute_error: 2.41992455/4840 [==============>...............] - ETA: 2s - loss: 20.0302 - mean_absolute_error: 2.42202501/4840 [==============>...............] - ETA: 2s - loss: 20.0109 - mean_absolute_error: 2.42032544/4840 [==============>...............] - ETA: 2s - loss: 20.0023 - mean_absolute_error: 2.41992585/4840 [===============>..............] - ETA: 2s - loss: 20.0171 - mean_absolute_error: 2.42182629/4840 [===============>..............] - ETA: 2s - loss: 20.0280 - mean_absolute_error: 2.42222673/4840 [===============>..............] - ETA: 2s - loss: 20.0300 - mean_absolute_error: 2.42242717/4840 [===============>..............] - ETA: 2s - loss: 20.0227 - mean_absolute_error: 2.42172761/4840 [================>.............] - ETA: 2s - loss: 20.0142 - mean_absolute_error: 2.42062806/4840 [================>.............] - ETA: 2s - loss: 20.0050 - mean_absolute_error: 2.41972852/4840 [================>.............] - ETA: 2s - loss: 20.0376 - mean_absolute_error: 2.42352898/4840 [================>.............] - ETA: 2s - loss: 20.0627 - mean_absolute_error: 2.42622944/4840 [=================>............] - ETA: 2s - loss: 20.0605 - mean_absolute_error: 2.42602989/4840 [=================>............] - ETA: 2s - loss: 20.0524 - mean_absolute_error: 2.42543036/4840 [=================>............] - ETA: 2s - loss: 20.0523 - mean_absolute_error: 2.42613082/4840 [==================>...........] - ETA: 1s - loss: 20.0560 - mean_absolute_error: 2.42673128/4840 [==================>...........] - ETA: 1s - loss: 20.0510 - mean_absolute_error: 2.42613173/4840 [==================>...........] - ETA: 1s - loss: 20.0412 - mean_absolute_error: 2.42483219/4840 [==================>...........] - ETA: 1s - loss: 20.0269 - mean_absolute_error: 2.42373265/4840 [===================>..........] - ETA: 1s - loss: 20.0354 - mean_absolute_error: 2.42483312/4840 [===================>..........] - 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mean_absolute_error: 2.42213797/4840 [======================>.......] - ETA: 1s - loss: 20.0060 - mean_absolute_error: 2.42343843/4840 [======================>.......] - ETA: 1s - loss: 19.9941 - mean_absolute_error: 2.42213889/4840 [=======================>......] - ETA: 1s - loss: 19.9949 - mean_absolute_error: 2.42233936/4840 [=======================>......] - ETA: 1s - loss: 19.9862 - mean_absolute_error: 2.42113982/4840 [=======================>......] - ETA: 0s - loss: 19.9910 - mean_absolute_error: 2.42184027/4840 [=======================>......] - ETA: 0s - loss: 19.9991 - mean_absolute_error: 2.42304073/4840 [========================>.....] - ETA: 0s - loss: 20.0056 - mean_absolute_error: 2.42364117/4840 [========================>.....] - ETA: 0s - loss: 19.9931 - mean_absolute_error: 2.42214163/4840 [========================>.....] - ETA: 0s - loss: 19.9850 - mean_absolute_error: 2.42134208/4840 [=========================>....] - ETA: 0s - loss: 19.9813 - mean_absolute_error: 2.42074254/4840 [=========================>....] - 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mean_absolute_error: 2.42034759/4840 [============================>.] - ETA: 0s - loss: 19.9611 - mean_absolute_error: 2.41904805/4840 [============================>.] - ETA: 0s - loss: 19.9679 - mean_absolute_error: 2.42004840/4840 [==============================] - 6s 1ms/step - loss: 19.9695 - mean_absolute_error: 2.4204 - val_loss: 19.7156 - val_mean_absolute_error: 2.4001
Epoch 2/100
1/4840 [..............................] - ETA: 9s - loss: 18.0828 - mean_absolute_error: 2.1021 44/4840 [..............................] - ETA: 5s - loss: 19.7503 - mean_absolute_error: 2.3795 86/4840 [..............................] - ETA: 5s - loss: 20.3188 - mean_absolute_error: 2.4598 128/4840 [..............................] - ETA: 5s - loss: 20.3775 - mean_absolute_error: 2.4660 168/4840 [>.............................] - ETA: 5s - loss: 20.3091 - mean_absolute_error: 2.4604 210/4840 [>.............................] - ETA: 5s - loss: 20.2682 - mean_absolute_error: 2.4549 254/4840 [>.............................] - ETA: 5s - loss: 20.2777 - mean_absolute_error: 2.4543 295/4840 [>.............................] - ETA: 5s - loss: 20.1046 - mean_absolute_error: 2.4401 339/4840 [=>............................] - ETA: 5s - loss: 20.2100 - mean_absolute_error: 2.4536 385/4840 [=>............................] - ETA: 5s - loss: 20.2593 - mean_absolute_error: 2.4619 431/4840 [=>............................] - ETA: 5s - loss: 20.1488 - mean_absolute_error: 2.4472 476/4840 [=>............................] - ETA: 5s - loss: 20.2472 - mean_absolute_error: 2.4607 520/4840 [==>...........................] - ETA: 5s - loss: 20.1370 - mean_absolute_error: 2.4466 565/4840 [==>...........................] - ETA: 4s - loss: 20.0453 - mean_absolute_error: 2.4397 608/4840 [==>...........................] - ETA: 4s - loss: 19.9778 - mean_absolute_error: 2.4353 655/4840 [===>..........................] - ETA: 4s - loss: 20.0135 - mean_absolute_error: 2.4379 700/4840 [===>..........................] - ETA: 4s - loss: 19.9364 - mean_absolute_error: 2.4287 743/4840 [===>..........................] - ETA: 4s - loss: 19.8875 - mean_absolute_error: 2.4256 788/4840 [===>..........................] - ETA: 4s - loss: 19.8926 - mean_absolute_error: 2.4261 833/4840 [====>.........................] - ETA: 4s - loss: 19.8249 - mean_absolute_error: 2.4200 879/4840 [====>.........................] - ETA: 4s - loss: 19.7938 - 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mean_absolute_error: 2.43544693/4840 [============================>.] - ETA: 0s - loss: 19.5125 - mean_absolute_error: 2.43614738/4840 [============================>.] - ETA: 0s - loss: 19.5105 - mean_absolute_error: 2.43654784/4840 [============================>.] - ETA: 0s - loss: 19.5082 - mean_absolute_error: 2.43714830/4840 [============================>.] - ETA: 0s - loss: 19.5068 - mean_absolute_error: 2.43754840/4840 [==============================] - 6s 1ms/step - loss: 19.5028 - mean_absolute_error: 2.4372 - val_loss: 18.8252 - val_mean_absolute_error: 2.4367
Epoch 3/100
1/4840 [..............................] - ETA: 9s - loss: 28.0949 - mean_absolute_error: 3.5204 46/4840 [..............................] - ETA: 5s - loss: 19.3979 - mean_absolute_error: 2.5148 91/4840 [..............................] - ETA: 5s - loss: 19.2736 - mean_absolute_error: 2.4892 136/4840 [..............................] - ETA: 5s - loss: 18.7583 - mean_absolute_error: 2.4351 182/4840 [>.............................] - ETA: 5s - loss: 18.8229 - mean_absolute_error: 2.4386 229/4840 [>.............................] - ETA: 5s - loss: 18.6730 - mean_absolute_error: 2.4237 275/4840 [>.............................] - ETA: 5s - loss: 18.8355 - mean_absolute_error: 2.4426 322/4840 [>.............................] - ETA: 4s - loss: 18.8787 - mean_absolute_error: 2.4483 366/4840 [=>............................] - ETA: 4s - loss: 18.9045 - mean_absolute_error: 2.4484 410/4840 [=>............................] - ETA: 4s - loss: 18.8607 - mean_absolute_error: 2.4447 454/4840 [=>............................] - 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mean_absolute_error: 2.48004712/4840 [============================>.] - ETA: 0s - loss: 18.3342 - mean_absolute_error: 2.47994757/4840 [============================>.] - ETA: 0s - loss: 18.3330 - mean_absolute_error: 2.48084804/4840 [============================>.] - ETA: 0s - loss: 18.3145 - mean_absolute_error: 2.47974840/4840 [==============================] - 6s 1ms/step - loss: 18.3154 - mean_absolute_error: 2.4806 - val_loss: 17.5318 - val_mean_absolute_error: 2.4929
Epoch 4/100
1/4840 [..............................] - ETA: 9s - loss: 10.1927 - mean_absolute_error: 1.8591 47/4840 [..............................] - ETA: 5s - loss: 17.7386 - mean_absolute_error: 2.5377 92/4840 [..............................] - ETA: 5s - loss: 17.7182 - mean_absolute_error: 2.5386 138/4840 [..............................] - ETA: 5s - loss: 17.9533 - mean_absolute_error: 2.5640 185/4840 [>.............................] - ETA: 5s - loss: 18.1219 - mean_absolute_error: 2.5834 232/4840 [>.............................] - ETA: 5s - loss: 18.1753 - mean_absolute_error: 2.5883 278/4840 [>.............................] - ETA: 5s - loss: 18.1914 - mean_absolute_error: 2.5908 324/4840 [=>............................] - ETA: 4s - loss: 18.0767 - mean_absolute_error: 2.5741 371/4840 [=>............................] - ETA: 4s - loss: 17.9573 - mean_absolute_error: 2.5625 417/4840 [=>............................] - ETA: 4s - loss: 17.8487 - mean_absolute_error: 2.5487 460/4840 [=>............................] - ETA: 4s - loss: 17.7361 - mean_absolute_error: 2.5345 501/4840 [==>...........................] - ETA: 4s - loss: 17.7050 - mean_absolute_error: 2.5313 549/4840 [==>...........................] - ETA: 4s - loss: 17.6959 - mean_absolute_error: 2.5311 599/4840 [==>...........................] - ETA: 4s - loss: 17.6919 - mean_absolute_error: 2.5298 646/4840 [===>..........................] - ETA: 4s - loss: 17.6594 - mean_absolute_error: 2.5276 691/4840 [===>..........................] - ETA: 4s - loss: 17.6188 - mean_absolute_error: 2.5239 736/4840 [===>..........................] - ETA: 4s - loss: 17.6575 - mean_absolute_error: 2.5287 782/4840 [===>..........................] - ETA: 4s - loss: 17.5949 - mean_absolute_error: 2.5221 828/4840 [====>.........................] - ETA: 4s - loss: 17.6142 - mean_absolute_error: 2.5250 873/4840 [====>.........................] - ETA: 4s - loss: 17.5494 - mean_absolute_error: 2.5186 912/4840 [====>.........................] - ETA: 4s - loss: 17.5267 - 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mean_absolute_error: 2.50091899/4840 [==========>...................] - ETA: 3s - loss: 17.2111 - mean_absolute_error: 2.49951946/4840 [===========>..................] - ETA: 3s - loss: 17.2046 - mean_absolute_error: 2.49931992/4840 [===========>..................] - ETA: 3s - loss: 17.2222 - mean_absolute_error: 2.50222039/4840 [===========>..................] - ETA: 3s - loss: 17.2417 - mean_absolute_error: 2.50552085/4840 [===========>..................] - ETA: 3s - loss: 17.2436 - mean_absolute_error: 2.50682132/4840 [============>.................] - ETA: 3s - loss: 17.2579 - mean_absolute_error: 2.50902178/4840 [============>.................] - ETA: 2s - loss: 17.2614 - mean_absolute_error: 2.51052225/4840 [============>.................] - ETA: 2s - loss: 17.2626 - mean_absolute_error: 2.51142271/4840 [=============>................] - ETA: 2s - loss: 17.2813 - mean_absolute_error: 2.51492316/4840 [=============>................] - ETA: 2s - loss: 17.2509 - mean_absolute_error: 2.51232361/4840 [=============>................] - 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ETA: 0s - loss: 16.9644 - mean_absolute_error: 2.52174324/4840 [=========================>....] - ETA: 0s - loss: 16.9595 - mean_absolute_error: 2.52204369/4840 [==========================>...] - ETA: 0s - loss: 16.9539 - mean_absolute_error: 2.52254413/4840 [==========================>...] - ETA: 0s - loss: 16.9524 - mean_absolute_error: 2.52344459/4840 [==========================>...] - ETA: 0s - loss: 16.9480 - mean_absolute_error: 2.52404504/4840 [==========================>...] - ETA: 0s - loss: 16.9394 - mean_absolute_error: 2.52384549/4840 [===========================>..] - ETA: 0s - loss: 16.9379 - mean_absolute_error: 2.52434594/4840 [===========================>..] - ETA: 0s - loss: 16.9354 - mean_absolute_error: 2.52494640/4840 [===========================>..] - ETA: 0s - loss: 16.9391 - mean_absolute_error: 2.52654685/4840 [============================>.] - ETA: 0s - loss: 16.9246 - mean_absolute_error: 2.52534731/4840 [============================>.] - ETA: 0s - loss: 16.9341 - mean_absolute_error: 2.52734777/4840 [============================>.] - ETA: 0s - loss: 16.9255 - mean_absolute_error: 2.52714823/4840 [============================>.] - ETA: 0s - loss: 16.9213 - mean_absolute_error: 2.52744840/4840 [==============================] - 6s 1ms/step - loss: 16.9184 - mean_absolute_error: 2.5275 - val_loss: 16.2742 - val_mean_absolute_error: 2.5466
Epoch 5/100
1/4840 [..............................] - ETA: 9s - loss: 26.3304 - mean_absolute_error: 3.5084 47/4840 [..............................] - ETA: 5s - loss: 16.6443 - mean_absolute_error: 2.5887 93/4840 [..............................] - ETA: 5s - loss: 17.0853 - mean_absolute_error: 2.6521 139/4840 [..............................] - ETA: 5s - loss: 16.5603 - mean_absolute_error: 2.6015 185/4840 [>.............................] - ETA: 5s - loss: 16.4136 - mean_absolute_error: 2.5867 228/4840 [>.............................] - ETA: 5s - loss: 16.3627 - mean_absolute_error: 2.5736 275/4840 [>.............................] - ETA: 5s - loss: 16.4782 - mean_absolute_error: 2.5872 321/4840 [>.............................] - ETA: 5s - loss: 16.3766 - mean_absolute_error: 2.5783 366/4840 [=>............................] - ETA: 4s - loss: 16.4476 - mean_absolute_error: 2.5871 410/4840 [=>............................] - ETA: 4s - loss: 16.4277 - mean_absolute_error: 2.5865 455/4840 [=>............................] - 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mean_absolute_error: 2.56014728/4840 [============================>.] - ETA: 0s - loss: 15.6242 - mean_absolute_error: 2.56014773/4840 [============================>.] - ETA: 0s - loss: 15.6339 - mean_absolute_error: 2.56204818/4840 [============================>.] - ETA: 0s - loss: 15.6377 - mean_absolute_error: 2.56344840/4840 [==============================] - 6s 1ms/step - loss: 15.6371 - mean_absolute_error: 2.5635 - val_loss: 15.2277 - val_mean_absolute_error: 2.5881
Epoch 6/100
1/4840 [..............................] - ETA: 9s - loss: 16.4012 - mean_absolute_error: 2.5800 47/4840 [..............................] - ETA: 5s - loss: 14.5724 - mean_absolute_error: 2.5154 93/4840 [..............................] - ETA: 5s - loss: 14.1839 - mean_absolute_error: 2.4728 140/4840 [..............................] - ETA: 5s - loss: 14.4013 - mean_absolute_error: 2.5081 185/4840 [>.............................] - ETA: 5s - loss: 14.7977 - mean_absolute_error: 2.5470 230/4840 [>.............................] - ETA: 5s - loss: 14.8668 - mean_absolute_error: 2.5607 275/4840 [>.............................] - ETA: 5s - loss: 14.8507 - mean_absolute_error: 2.5556 320/4840 [>.............................] - ETA: 5s - loss: 14.7215 - mean_absolute_error: 2.5413 365/4840 [=>............................] - ETA: 4s - loss: 14.8040 - mean_absolute_error: 2.5478 410/4840 [=>............................] - ETA: 4s - loss: 14.7043 - mean_absolute_error: 2.5370 457/4840 [=>............................] - 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mean_absolute_error: 2.58444755/4840 [============================>.] - ETA: 0s - loss: 14.5634 - mean_absolute_error: 2.58394802/4840 [============================>.] - ETA: 0s - loss: 14.5536 - mean_absolute_error: 2.58344840/4840 [==============================] - 6s 1ms/step - loss: 14.5564 - mean_absolute_error: 2.5841 - val_loss: 14.3779 - val_mean_absolute_error: 2.6153
Epoch 7/100
1/4840 [..............................] - ETA: 9s - loss: 16.7803 - mean_absolute_error: 2.8295 47/4840 [..............................] - ETA: 5s - loss: 14.1320 - mean_absolute_error: 2.5734 88/4840 [..............................] - ETA: 5s - loss: 14.5706 - mean_absolute_error: 2.6319 134/4840 [..............................] - ETA: 5s - loss: 14.3234 - mean_absolute_error: 2.6148 179/4840 [>.............................] - ETA: 5s - loss: 14.2802 - mean_absolute_error: 2.6198 224/4840 [>.............................] - ETA: 5s - loss: 14.1030 - mean_absolute_error: 2.5985 270/4840 [>.............................] - ETA: 5s - loss: 14.2639 - mean_absolute_error: 2.6091 316/4840 [>.............................] - ETA: 5s - loss: 14.1852 - mean_absolute_error: 2.6046 362/4840 [=>............................] - ETA: 5s - loss: 14.2661 - mean_absolute_error: 2.6173 407/4840 [=>............................] - ETA: 4s - loss: 14.2645 - mean_absolute_error: 2.6172 455/4840 [=>............................] - 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mean_absolute_error: 2.58954791/4840 [============================>.] - ETA: 0s - loss: 13.6850 - mean_absolute_error: 2.59044837/4840 [============================>.] - ETA: 0s - loss: 13.6771 - mean_absolute_error: 2.58974840/4840 [==============================] - 6s 1ms/step - loss: 13.6768 - mean_absolute_error: 2.5898 - val_loss: 13.7070 - val_mean_absolute_error: 2.6300
Epoch 8/100
1/4840 [..............................] - ETA: 4s - loss: 12.3794 - mean_absolute_error: 2.5242 45/4840 [..............................] - ETA: 5s - loss: 13.2827 - mean_absolute_error: 2.6081 90/4840 [..............................] - ETA: 5s - loss: 13.3438 - mean_absolute_error: 2.5910 135/4840 [..............................] - ETA: 5s - loss: 13.0479 - mean_absolute_error: 2.5620 182/4840 [>.............................] - ETA: 5s - loss: 13.1329 - mean_absolute_error: 2.5683 227/4840 [>.............................] - ETA: 5s - loss: 13.3198 - mean_absolute_error: 2.5924 272/4840 [>.............................] - ETA: 5s - loss: 13.3468 - mean_absolute_error: 2.5970 318/4840 [>.............................] - ETA: 5s - loss: 13.2170 - mean_absolute_error: 2.5810 364/4840 [=>............................] - ETA: 4s - loss: 13.1927 - mean_absolute_error: 2.5797 410/4840 [=>............................] - ETA: 4s - loss: 13.2726 - mean_absolute_error: 2.5905 456/4840 [=>............................] - ETA: 4s - loss: 13.3207 - mean_absolute_error: 2.5967 502/4840 [==>...........................] - ETA: 4s - loss: 13.2970 - mean_absolute_error: 2.5939 545/4840 [==>...........................] - ETA: 4s - loss: 13.2280 - mean_absolute_error: 2.5858 591/4840 [==>...........................] - ETA: 4s - loss: 13.2176 - mean_absolute_error: 2.5824 637/4840 [==>...........................] - ETA: 4s - loss: 13.2294 - mean_absolute_error: 2.5858 682/4840 [===>..........................] - ETA: 4s - loss: 13.2120 - mean_absolute_error: 2.5853 729/4840 [===>..........................] - ETA: 4s - loss: 13.1233 - mean_absolute_error: 2.5735 772/4840 [===>..........................] - ETA: 4s - loss: 13.1019 - mean_absolute_error: 2.5707 812/4840 [====>.........................] - ETA: 4s - loss: 13.1634 - mean_absolute_error: 2.5773 851/4840 [====>.........................] - ETA: 4s - loss: 13.1479 - mean_absolute_error: 2.5755 893/4840 [====>.........................] - ETA: 4s - loss: 13.0868 - mean_absolute_error: 2.5692 935/4840 [====>.........................] - ETA: 4s - loss: 13.0888 - mean_absolute_error: 2.5718 978/4840 [=====>........................] - ETA: 4s - loss: 13.0758 - mean_absolute_error: 2.56991024/4840 [=====>........................] - ETA: 4s - loss: 13.0720 - mean_absolute_error: 2.56891068/4840 [=====>........................] - ETA: 4s - loss: 13.0876 - mean_absolute_error: 2.57091113/4840 [=====>........................] - ETA: 4s - loss: 13.0454 - mean_absolute_error: 2.56571159/4840 [======>.......................] - ETA: 4s - loss: 13.0784 - mean_absolute_error: 2.56971205/4840 [======>.......................] - ETA: 4s - loss: 13.0699 - mean_absolute_error: 2.56841250/4840 [======>.......................] - ETA: 4s - loss: 13.0871 - mean_absolute_error: 2.57151296/4840 [=======>......................] - ETA: 4s - loss: 13.0871 - mean_absolute_error: 2.57191342/4840 [=======>......................] - ETA: 3s - loss: 13.0627 - mean_absolute_error: 2.56991389/4840 [=======>......................] - ETA: 3s - loss: 13.0648 - mean_absolute_error: 2.57101433/4840 [=======>......................] - ETA: 3s - loss: 13.0672 - mean_absolute_error: 2.57171479/4840 [========>.....................] - ETA: 3s - loss: 13.0568 - mean_absolute_error: 2.57051525/4840 [========>.....................] - ETA: 3s - loss: 13.0516 - mean_absolute_error: 2.57051571/4840 [========>.....................] - ETA: 3s - loss: 13.0623 - mean_absolute_error: 2.57231618/4840 [=========>....................] - ETA: 3s - loss: 13.0582 - mean_absolute_error: 2.57211664/4840 [=========>....................] - ETA: 3s - loss: 13.0461 - mean_absolute_error: 2.57131709/4840 [=========>....................] - ETA: 3s - loss: 13.0646 - mean_absolute_error: 2.57501755/4840 [=========>....................] - ETA: 3s - loss: 13.0784 - mean_absolute_error: 2.57691801/4840 [==========>...................] - ETA: 3s - loss: 13.0714 - mean_absolute_error: 2.57591847/4840 [==========>...................] - ETA: 3s - loss: 13.0784 - mean_absolute_error: 2.57701894/4840 [==========>...................] - ETA: 3s - loss: 13.0847 - mean_absolute_error: 2.57851941/4840 [===========>..................] - ETA: 3s - loss: 13.0874 - mean_absolute_error: 2.57871985/4840 [===========>..................] - ETA: 3s - loss: 13.0839 - mean_absolute_error: 2.57932030/4840 [===========>..................] - ETA: 3s - loss: 13.0925 - mean_absolute_error: 2.58062076/4840 [===========>..................] - ETA: 3s - loss: 13.0776 - mean_absolute_error: 2.57942122/4840 [============>.................] - ETA: 3s - loss: 13.0689 - mean_absolute_error: 2.57912168/4840 [============>.................] - ETA: 2s - loss: 13.0672 - mean_absolute_error: 2.57982213/4840 [============>.................] - ETA: 2s - loss: 13.0675 - mean_absolute_error: 2.58032258/4840 [============>.................] - ETA: 2s - loss: 13.0714 - mean_absolute_error: 2.58112303/4840 [=============>................] - ETA: 2s - loss: 13.0786 - mean_absolute_error: 2.58262347/4840 [=============>................] - ETA: 2s - loss: 13.0873 - mean_absolute_error: 2.58402393/4840 [=============>................] - ETA: 2s - loss: 13.1025 - mean_absolute_error: 2.58602439/4840 [==============>...............] - ETA: 2s - loss: 13.1152 - mean_absolute_error: 2.58782485/4840 [==============>...............] - ETA: 2s - loss: 13.0959 - mean_absolute_error: 2.58512527/4840 [==============>...............] - ETA: 2s - loss: 13.0894 - mean_absolute_error: 2.58482572/4840 [==============>...............] - ETA: 2s - loss: 13.0835 - mean_absolute_error: 2.58442618/4840 [===============>..............] - ETA: 2s - loss: 13.0834 - mean_absolute_error: 2.58512664/4840 [===============>..............] - ETA: 2s - loss: 13.0848 - mean_absolute_error: 2.58582709/4840 [===============>..............] - ETA: 2s - loss: 13.0855 - mean_absolute_error: 2.58622754/4840 [================>.............] - ETA: 2s - loss: 13.0741 - mean_absolute_error: 2.58602800/4840 [================>.............] - ETA: 2s - loss: 13.0592 - mean_absolute_error: 2.58422845/4840 [================>.............] - ETA: 2s - loss: 13.0550 - mean_absolute_error: 2.58322889/4840 [================>.............] - ETA: 2s - loss: 13.0505 - mean_absolute_error: 2.58302934/4840 [=================>............] - ETA: 2s - loss: 13.0496 - mean_absolute_error: 2.58312981/4840 [=================>............] - ETA: 2s - loss: 13.0480 - mean_absolute_error: 2.58293027/4840 [=================>............] - ETA: 2s - loss: 13.0554 - mean_absolute_error: 2.58393072/4840 [==================>...........] - ETA: 1s - loss: 13.0512 - mean_absolute_error: 2.58363118/4840 [==================>...........] - ETA: 1s - loss: 13.0485 - mean_absolute_error: 2.58363164/4840 [==================>...........] - ETA: 1s - loss: 13.0427 - mean_absolute_error: 2.58293209/4840 [==================>...........] - ETA: 1s - loss: 13.0371 - mean_absolute_error: 2.58273253/4840 [===================>..........] - ETA: 1s - loss: 13.0533 - mean_absolute_error: 2.58503298/4840 [===================>..........] - ETA: 1s - loss: 13.0520 - mean_absolute_error: 2.58523343/4840 [===================>..........] - ETA: 1s - loss: 13.0398 - mean_absolute_error: 2.58383389/4840 [====================>.........] - ETA: 1s - loss: 13.0344 - mean_absolute_error: 2.58373434/4840 [====================>.........] - ETA: 1s - loss: 13.0373 - mean_absolute_error: 2.58443480/4840 [====================>.........] - ETA: 1s - loss: 13.0399 - mean_absolute_error: 2.58513526/4840 [====================>.........] - ETA: 1s - loss: 13.0416 - mean_absolute_error: 2.58613571/4840 [=====================>........] - ETA: 1s - loss: 13.0395 - mean_absolute_error: 2.58613616/4840 [=====================>........] - ETA: 1s - loss: 13.0397 - mean_absolute_error: 2.58633663/4840 [=====================>........] - ETA: 1s - loss: 13.0398 - mean_absolute_error: 2.58683709/4840 [=====================>........] - ETA: 1s - loss: 13.0372 - mean_absolute_error: 2.58673754/4840 [======================>.......] - ETA: 1s - loss: 13.0277 - mean_absolute_error: 2.58583799/4840 [======================>.......] - ETA: 1s - loss: 13.0229 - mean_absolute_error: 2.58573843/4840 [======================>.......] - ETA: 1s - loss: 13.0202 - mean_absolute_error: 2.58533889/4840 [=======================>......] - ETA: 1s - loss: 13.0203 - mean_absolute_error: 2.58573935/4840 [=======================>......] - ETA: 1s - loss: 13.0122 - mean_absolute_error: 2.58503982/4840 [=======================>......] - ETA: 0s - loss: 13.0108 - mean_absolute_error: 2.58514028/4840 [=======================>......] - ETA: 0s - loss: 13.0014 - mean_absolute_error: 2.58414074/4840 [========================>.....] - ETA: 0s - loss: 13.0019 - mean_absolute_error: 2.58444121/4840 [========================>.....] - ETA: 0s - loss: 12.9967 - mean_absolute_error: 2.58404166/4840 [========================>.....] - ETA: 0s - loss: 12.9925 - mean_absolute_error: 2.58384211/4840 [=========================>....] - ETA: 0s - loss: 12.9987 - mean_absolute_error: 2.58464257/4840 [=========================>....] - ETA: 0s - loss: 12.9957 - mean_absolute_error: 2.58484303/4840 [=========================>....] - ETA: 0s - loss: 12.9949 - mean_absolute_error: 2.58504349/4840 [=========================>....] - ETA: 0s - loss: 12.9950 - mean_absolute_error: 2.58554395/4840 [==========================>...] - ETA: 0s - loss: 13.0035 - mean_absolute_error: 2.58664442/4840 [==========================>...] - ETA: 0s - loss: 12.9961 - mean_absolute_error: 2.58624489/4840 [==========================>...] - ETA: 0s - loss: 12.9915 - mean_absolute_error: 2.58584536/4840 [===========================>..] - ETA: 0s - loss: 12.9875 - mean_absolute_error: 2.58564583/4840 [===========================>..] - ETA: 0s - loss: 12.9882 - mean_absolute_error: 2.58604627/4840 [===========================>..] - ETA: 0s - loss: 12.9872 - mean_absolute_error: 2.58644673/4840 [===========================>..] - ETA: 0s - loss: 12.9802 - mean_absolute_error: 2.58614718/4840 [============================>.] - ETA: 0s - loss: 12.9770 - mean_absolute_error: 2.58604763/4840 [============================>.] - ETA: 0s - loss: 12.9737 - mean_absolute_error: 2.58604809/4840 [============================>.] - ETA: 0s - loss: 12.9758 - mean_absolute_error: 2.58654840/4840 [==============================] - 6s 1ms/step - loss: 12.9751 - mean_absolute_error: 2.5867 - val_loss: 13.1769 - val_mean_absolute_error: 2.6348
Epoch 9/100
1/4840 [..............................] - ETA: 4s - loss: 15.7567 - mean_absolute_error: 3.0276 45/4840 [..............................] - ETA: 5s - loss: 12.7023 - mean_absolute_error: 2.5823 91/4840 [..............................] - ETA: 5s - loss: 12.5229 - mean_absolute_error: 2.5639 136/4840 [..............................] - ETA: 5s - loss: 12.3585 - mean_absolute_error: 2.5508 183/4840 [>.............................] - ETA: 5s - loss: 12.3137 - mean_absolute_error: 2.5444 229/4840 [>.............................] - ETA: 5s - loss: 12.3689 - mean_absolute_error: 2.5443 274/4840 [>.............................] - ETA: 5s - loss: 12.4371 - mean_absolute_error: 2.5505 318/4840 [>.............................] - ETA: 5s - loss: 12.4889 - mean_absolute_error: 2.5589 364/4840 [=>............................] - ETA: 4s - loss: 12.4449 - mean_absolute_error: 2.5551 409/4840 [=>............................] - ETA: 4s - loss: 12.5200 - mean_absolute_error: 2.5662 455/4840 [=>............................] - ETA: 4s - loss: 12.3956 - mean_absolute_error: 2.5497 501/4840 [==>...........................] - ETA: 4s - loss: 12.3729 - mean_absolute_error: 2.5479 545/4840 [==>...........................] - ETA: 4s - loss: 12.4165 - mean_absolute_error: 2.5543 588/4840 [==>...........................] - ETA: 4s - loss: 12.3618 - mean_absolute_error: 2.5473 634/4840 [==>...........................] - ETA: 4s - loss: 12.3499 - mean_absolute_error: 2.5468 679/4840 [===>..........................] - ETA: 4s - loss: 12.3530 - mean_absolute_error: 2.5471 724/4840 [===>..........................] - ETA: 4s - loss: 12.3253 - mean_absolute_error: 2.5450 771/4840 [===>..........................] - ETA: 4s - loss: 12.3314 - mean_absolute_error: 2.5450 817/4840 [====>.........................] - ETA: 4s - loss: 12.3380 - mean_absolute_error: 2.5458 862/4840 [====>.........................] - ETA: 4s - loss: 12.3344 - mean_absolute_error: 2.5447 908/4840 [====>.........................] - ETA: 4s - loss: 12.3320 - mean_absolute_error: 2.5430 952/4840 [====>.........................] - ETA: 4s - loss: 12.3286 - mean_absolute_error: 2.5439 998/4840 [=====>........................] - ETA: 4s - loss: 12.3452 - mean_absolute_error: 2.54611044/4840 [=====>........................] - ETA: 4s - loss: 12.3540 - mean_absolute_error: 2.54781089/4840 [=====>........................] - ETA: 4s - loss: 12.3484 - mean_absolute_error: 2.54781136/4840 [======>.......................] - ETA: 4s - loss: 12.3525 - mean_absolute_error: 2.54881182/4840 [======>.......................] - ETA: 4s - loss: 12.3264 - mean_absolute_error: 2.54631228/4840 [======>.......................] - ETA: 4s - loss: 12.3557 - mean_absolute_error: 2.54991274/4840 [======>.......................] - ETA: 3s - loss: 12.3959 - mean_absolute_error: 2.55511320/4840 [=======>......................] - ETA: 3s - loss: 12.3646 - mean_absolute_error: 2.55121365/4840 [=======>......................] - ETA: 3s - loss: 12.3858 - mean_absolute_error: 2.55341410/4840 [=======>......................] - 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mean_absolute_error: 2.56281911/4840 [==========>...................] - ETA: 3s - loss: 12.4267 - mean_absolute_error: 2.56071957/4840 [===========>..................] - ETA: 3s - loss: 12.4145 - mean_absolute_error: 2.55972003/4840 [===========>..................] - ETA: 3s - loss: 12.4310 - mean_absolute_error: 2.56242049/4840 [===========>..................] - ETA: 3s - loss: 12.4374 - mean_absolute_error: 2.56312095/4840 [===========>..................] - ETA: 3s - loss: 12.4267 - mean_absolute_error: 2.56222141/4840 [============>.................] - ETA: 2s - loss: 12.4329 - mean_absolute_error: 2.56332186/4840 [============>.................] - ETA: 2s - loss: 12.4394 - mean_absolute_error: 2.56452231/4840 [============>.................] - ETA: 2s - loss: 12.4225 - mean_absolute_error: 2.56232276/4840 [=============>................] - ETA: 2s - loss: 12.4280 - mean_absolute_error: 2.56352322/4840 [=============>................] - ETA: 2s - loss: 12.4337 - mean_absolute_error: 2.56512366/4840 [=============>................] - 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mean_absolute_error: 2.57583830/4840 [======================>.......] - ETA: 1s - loss: 12.4405 - mean_absolute_error: 2.57553877/4840 [=======================>......] - ETA: 1s - loss: 12.4358 - mean_absolute_error: 2.57573922/4840 [=======================>......] - ETA: 1s - loss: 12.4357 - mean_absolute_error: 2.57573969/4840 [=======================>......] - ETA: 0s - loss: 12.4453 - mean_absolute_error: 2.57724014/4840 [=======================>......] - ETA: 0s - loss: 12.4459 - mean_absolute_error: 2.57744060/4840 [========================>.....] - ETA: 0s - loss: 12.4390 - mean_absolute_error: 2.57674106/4840 [========================>.....] - ETA: 0s - loss: 12.4309 - mean_absolute_error: 2.57614152/4840 [========================>.....] - ETA: 0s - loss: 12.4302 - mean_absolute_error: 2.57624198/4840 [=========================>....] - ETA: 0s - loss: 12.4264 - mean_absolute_error: 2.57594244/4840 [=========================>....] - ETA: 0s - loss: 12.4253 - mean_absolute_error: 2.57574290/4840 [=========================>....] - 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mean_absolute_error: 2.57604794/4840 [============================>.] - ETA: 0s - loss: 12.4270 - mean_absolute_error: 2.57824840/4840 [==============================] - 6s 1ms/step - loss: 12.4220 - mean_absolute_error: 2.5776 - val_loss: 12.7685 - val_mean_absolute_error: 2.6341
Epoch 10/100
1/4840 [..............................] - ETA: 9s - loss: 14.2877 - mean_absolute_error: 2.6620 45/4840 [..............................] - ETA: 5s - loss: 12.6333 - mean_absolute_error: 2.6417 88/4840 [..............................] - ETA: 5s - loss: 12.5133 - mean_absolute_error: 2.6138 132/4840 [..............................] - ETA: 5s - loss: 12.5741 - mean_absolute_error: 2.6279 178/4840 [>.............................] - ETA: 5s - loss: 12.4455 - mean_absolute_error: 2.6093 223/4840 [>.............................] - ETA: 5s - loss: 12.2677 - mean_absolute_error: 2.5832 267/4840 [>.............................] - ETA: 5s - loss: 12.1820 - mean_absolute_error: 2.5677 313/4840 [>.............................] - ETA: 5s - loss: 12.2453 - mean_absolute_error: 2.5809 357/4840 [=>............................] - ETA: 5s - loss: 12.2735 - mean_absolute_error: 2.5842 403/4840 [=>............................] - ETA: 5s - loss: 12.2695 - mean_absolute_error: 2.5852 448/4840 [=>............................] - 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mean_absolute_error: 2.56594706/4840 [============================>.] - ETA: 0s - loss: 11.9915 - mean_absolute_error: 2.56594749/4840 [============================>.] - ETA: 0s - loss: 11.9908 - mean_absolute_error: 2.56594795/4840 [============================>.] - ETA: 0s - loss: 11.9915 - mean_absolute_error: 2.56604840/4840 [==============================] - ETA: 0s - loss: 11.9906 - mean_absolute_error: 2.56604840/4840 [==============================] - 6s 1ms/step - loss: 11.9906 - mean_absolute_error: 2.5660 - val_loss: 12.4541 - val_mean_absolute_error: 2.6299
Epoch 11/100
1/4840 [..............................] - ETA: 9s - loss: 11.8520 - mean_absolute_error: 2.7817 48/4840 [..............................] - ETA: 5s - loss: 11.4775 - mean_absolute_error: 2.5095 94/4840 [..............................] - ETA: 5s - loss: 11.6683 - mean_absolute_error: 2.5437 139/4840 [..............................] - ETA: 5s - loss: 11.5073 - mean_absolute_error: 2.5152 186/4840 [>.............................] - ETA: 5s - loss: 11.5749 - mean_absolute_error: 2.5304 232/4840 [>.............................] - ETA: 5s - loss: 11.6628 - mean_absolute_error: 2.5413 279/4840 [>.............................] - ETA: 5s - loss: 11.6196 - mean_absolute_error: 2.5362 325/4840 [=>............................] - ETA: 4s - loss: 11.5385 - mean_absolute_error: 2.5235 371/4840 [=>............................] - ETA: 4s - loss: 11.5008 - mean_absolute_error: 2.5207 417/4840 [=>............................] - ETA: 4s - loss: 11.4896 - mean_absolute_error: 2.5226 462/4840 [=>............................] - 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mean_absolute_error: 2.56751922/4840 [==========>...................] - ETA: 3s - loss: 11.8257 - mean_absolute_error: 2.56791966/4840 [===========>..................] - ETA: 3s - loss: 11.8196 - mean_absolute_error: 2.56682011/4840 [===========>..................] - ETA: 3s - loss: 11.7917 - mean_absolute_error: 2.56382056/4840 [===========>..................] - ETA: 3s - loss: 11.7705 - mean_absolute_error: 2.56082102/4840 [============>.................] - ETA: 3s - loss: 11.7707 - mean_absolute_error: 2.56092146/4840 [============>.................] - ETA: 2s - loss: 11.7608 - mean_absolute_error: 2.56012191/4840 [============>.................] - ETA: 2s - loss: 11.7722 - mean_absolute_error: 2.56102236/4840 [============>.................] - ETA: 2s - loss: 11.7520 - mean_absolute_error: 2.55892282/4840 [=============>................] - ETA: 2s - loss: 11.7441 - mean_absolute_error: 2.55882328/4840 [=============>................] - ETA: 2s - loss: 11.7353 - mean_absolute_error: 2.55792374/4840 [=============>................] - 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mean_absolute_error: 2.55423832/4840 [======================>.......] - ETA: 1s - loss: 11.6938 - mean_absolute_error: 2.55483878/4840 [=======================>......] - ETA: 1s - loss: 11.6882 - mean_absolute_error: 2.55433923/4840 [=======================>......] - ETA: 1s - loss: 11.6839 - mean_absolute_error: 2.55373968/4840 [=======================>......] - ETA: 0s - loss: 11.6860 - mean_absolute_error: 2.55434014/4840 [=======================>......] - ETA: 0s - loss: 11.6827 - mean_absolute_error: 2.55394059/4840 [========================>.....] - ETA: 0s - loss: 11.6851 - mean_absolute_error: 2.55434105/4840 [========================>.....] - ETA: 0s - loss: 11.6878 - mean_absolute_error: 2.55494151/4840 [========================>.....] - ETA: 0s - loss: 11.6786 - mean_absolute_error: 2.55414197/4840 [=========================>....] - ETA: 0s - loss: 11.6841 - mean_absolute_error: 2.55514242/4840 [=========================>....] - ETA: 0s - loss: 11.6834 - mean_absolute_error: 2.55534286/4840 [=========================>....] - 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mean_absolute_error: 2.55404788/4840 [============================>.] - ETA: 0s - loss: 11.6556 - mean_absolute_error: 2.55384834/4840 [============================>.] - ETA: 0s - loss: 11.6557 - mean_absolute_error: 2.55414840/4840 [==============================] - 6s 1ms/step - loss: 11.6542 - mean_absolute_error: 2.5539 - val_loss: 12.2139 - val_mean_absolute_error: 2.6245
Epoch 12/100
1/4840 [..............................] - ETA: 4s - loss: 7.0975 - mean_absolute_error: 1.9374 46/4840 [..............................] - ETA: 5s - loss: 11.2379 - mean_absolute_error: 2.5054 91/4840 [..............................] - ETA: 5s - loss: 11.1647 - mean_absolute_error: 2.4931 136/4840 [..............................] - ETA: 5s - loss: 11.1511 - mean_absolute_error: 2.4971 182/4840 [>.............................] - ETA: 5s - loss: 11.1919 - mean_absolute_error: 2.5036 227/4840 [>.............................] - ETA: 5s - loss: 11.2724 - mean_absolute_error: 2.5135 273/4840 [>.............................] - ETA: 5s - loss: 11.4120 - mean_absolute_error: 2.5355 320/4840 [>.............................] - ETA: 5s - loss: 11.3537 - mean_absolute_error: 2.5271 364/4840 [=>............................] - ETA: 4s - loss: 11.4854 - mean_absolute_error: 2.5431 410/4840 [=>............................] - ETA: 4s - loss: 11.4976 - mean_absolute_error: 2.5453 456/4840 [=>............................] - ETA: 4s - loss: 11.4194 - mean_absolute_error: 2.5325 502/4840 [==>...........................] - ETA: 4s - loss: 11.4073 - mean_absolute_error: 2.5295 547/4840 [==>...........................] - ETA: 4s - loss: 11.4472 - mean_absolute_error: 2.5368 593/4840 [==>...........................] - ETA: 4s - loss: 11.4556 - mean_absolute_error: 2.5366 639/4840 [==>...........................] - ETA: 4s - loss: 11.4211 - mean_absolute_error: 2.5326 685/4840 [===>..........................] - ETA: 4s - loss: 11.4294 - mean_absolute_error: 2.5354 729/4840 [===>..........................] - ETA: 4s - loss: 11.3453 - mean_absolute_error: 2.5263 775/4840 [===>..........................] - ETA: 4s - loss: 11.3441 - mean_absolute_error: 2.5276 820/4840 [====>.........................] - ETA: 4s - loss: 11.3778 - mean_absolute_error: 2.5305 867/4840 [====>.........................] - ETA: 4s - loss: 11.3976 - mean_absolute_error: 2.5313 914/4840 [====>.........................] - ETA: 4s - loss: 11.3996 - mean_absolute_error: 2.5312 960/4840 [====>.........................] - ETA: 4s - loss: 11.4100 - mean_absolute_error: 2.53011005/4840 [=====>........................] - ETA: 4s - loss: 11.4169 - mean_absolute_error: 2.53281050/4840 [=====>........................] - ETA: 4s - loss: 11.4303 - mean_absolute_error: 2.53571095/4840 [=====>........................] - ETA: 4s - loss: 11.4705 - mean_absolute_error: 2.54021140/4840 [======>.......................] - ETA: 4s - loss: 11.4551 - mean_absolute_error: 2.53871185/4840 [======>.......................] - ETA: 4s - loss: 11.4441 - mean_absolute_error: 2.53641230/4840 [======>.......................] - ETA: 3s - loss: 11.4235 - mean_absolute_error: 2.53501275/4840 [======>.......................] - ETA: 3s - loss: 11.4027 - mean_absolute_error: 2.53291321/4840 [=======>......................] - ETA: 3s - loss: 11.3744 - mean_absolute_error: 2.52971367/4840 [=======>......................] - ETA: 3s - loss: 11.3767 - mean_absolute_error: 2.53031412/4840 [=======>......................] - ETA: 3s - loss: 11.3826 - mean_absolute_error: 2.53101458/4840 [========>.....................] - ETA: 3s - loss: 11.3887 - mean_absolute_error: 2.53201502/4840 [========>.....................] - ETA: 3s - loss: 11.3738 - mean_absolute_error: 2.52961547/4840 [========>.....................] - ETA: 3s - loss: 11.3935 - mean_absolute_error: 2.53261592/4840 [========>.....................] - ETA: 3s - loss: 11.4009 - mean_absolute_error: 2.53341638/4840 [=========>....................] - ETA: 3s - loss: 11.4099 - mean_absolute_error: 2.53421681/4840 [=========>....................] - ETA: 3s - loss: 11.4147 - mean_absolute_error: 2.53501722/4840 [=========>....................] - ETA: 3s - loss: 11.4026 - mean_absolute_error: 2.53401766/4840 [=========>....................] - ETA: 3s - loss: 11.4183 - mean_absolute_error: 2.53571810/4840 [==========>...................] - ETA: 3s - loss: 11.4118 - mean_absolute_error: 2.53601857/4840 [==========>...................] - ETA: 3s - loss: 11.4071 - mean_absolute_error: 2.53601903/4840 [==========>...................] - ETA: 3s - loss: 11.4114 - mean_absolute_error: 2.53631949/4840 [===========>..................] - ETA: 3s - loss: 11.3972 - mean_absolute_error: 2.53511995/4840 [===========>..................] - ETA: 3s - loss: 11.4070 - mean_absolute_error: 2.53662040/4840 [===========>..................] - ETA: 3s - loss: 11.4137 - mean_absolute_error: 2.53802085/4840 [===========>..................] - ETA: 3s - loss: 11.4171 - mean_absolute_error: 2.53832131/4840 [============>.................] - ETA: 3s - loss: 11.4227 - mean_absolute_error: 2.53972175/4840 [============>.................] - ETA: 2s - loss: 11.4203 - mean_absolute_error: 2.53972220/4840 [============>.................] - ETA: 2s - loss: 11.4141 - mean_absolute_error: 2.53902266/4840 [=============>................] - ETA: 2s - loss: 11.4147 - mean_absolute_error: 2.53942313/4840 [=============>................] - ETA: 2s - loss: 11.4055 - mean_absolute_error: 2.53812357/4840 [=============>................] - ETA: 2s - loss: 11.4160 - mean_absolute_error: 2.53942403/4840 [=============>................] - ETA: 2s - loss: 11.4239 - mean_absolute_error: 2.54052448/4840 [==============>...............] - ETA: 2s - loss: 11.4212 - mean_absolute_error: 2.54002494/4840 [==============>...............] - ETA: 2s - loss: 11.4271 - mean_absolute_error: 2.54112540/4840 [==============>...............] - ETA: 2s - loss: 11.4319 - mean_absolute_error: 2.54232586/4840 [===============>..............] - ETA: 2s - loss: 11.4198 - mean_absolute_error: 2.54112631/4840 [===============>..............] - ETA: 2s - loss: 11.4311 - mean_absolute_error: 2.54282676/4840 [===============>..............] - ETA: 2s - loss: 11.4238 - mean_absolute_error: 2.54212721/4840 [===============>..............] - ETA: 2s - loss: 11.4218 - mean_absolute_error: 2.54222767/4840 [================>.............] - ETA: 2s - loss: 11.4253 - mean_absolute_error: 2.54272813/4840 [================>.............] - ETA: 2s - loss: 11.4224 - 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mean_absolute_error: 2.54013804/4840 [======================>.......] - ETA: 1s - loss: 11.3990 - mean_absolute_error: 2.54003849/4840 [======================>.......] - ETA: 1s - loss: 11.3888 - mean_absolute_error: 2.53823894/4840 [=======================>......] - ETA: 1s - loss: 11.3828 - mean_absolute_error: 2.53753940/4840 [=======================>......] - ETA: 1s - loss: 11.3760 - mean_absolute_error: 2.53693985/4840 [=======================>......] - ETA: 0s - loss: 11.3816 - mean_absolute_error: 2.53764029/4840 [=======================>......] - ETA: 0s - loss: 11.3871 - mean_absolute_error: 2.53844074/4840 [========================>.....] - ETA: 0s - loss: 11.3844 - mean_absolute_error: 2.53834118/4840 [========================>.....] - ETA: 0s - loss: 11.3842 - mean_absolute_error: 2.53824163/4840 [========================>.....] - ETA: 0s - loss: 11.3862 - mean_absolute_error: 2.53864208/4840 [=========================>....] - ETA: 0s - loss: 11.3933 - mean_absolute_error: 2.53944253/4840 [=========================>....] - ETA: 0s - loss: 11.3918 - mean_absolute_error: 2.53924298/4840 [=========================>....] - ETA: 0s - loss: 11.3950 - mean_absolute_error: 2.54004343/4840 [=========================>....] - ETA: 0s - loss: 11.3915 - mean_absolute_error: 2.53944389/4840 [==========================>...] - ETA: 0s - loss: 11.3943 - mean_absolute_error: 2.54004434/4840 [==========================>...] - ETA: 0s - loss: 11.3945 - mean_absolute_error: 2.54034481/4840 [==========================>...] - ETA: 0s - loss: 11.3952 - mean_absolute_error: 2.54054526/4840 [===========================>..] - ETA: 0s - loss: 11.3957 - mean_absolute_error: 2.54064572/4840 [===========================>..] - ETA: 0s - loss: 11.3920 - mean_absolute_error: 2.54034618/4840 [===========================>..] - ETA: 0s - loss: 11.3908 - mean_absolute_error: 2.54024664/4840 [===========================>..] - ETA: 0s - loss: 11.3880 - mean_absolute_error: 2.53994709/4840 [============================>.] - ETA: 0s - loss: 11.3918 - mean_absolute_error: 2.54084755/4840 [============================>.] - ETA: 0s - loss: 11.3923 - mean_absolute_error: 2.54104800/4840 [============================>.] - ETA: 0s - loss: 11.3948 - mean_absolute_error: 2.54154840/4840 [==============================] - 6s 1ms/step - loss: 11.3947 - mean_absolute_error: 2.5410 - val_loss: 12.0261 - val_mean_absolute_error: 2.6169
Epoch 13/100
1/4840 [..............................] - ETA: 9s - loss: 11.7384 - mean_absolute_error: 2.5895 47/4840 [..............................] - ETA: 5s - loss: 10.5496 - mean_absolute_error: 2.4290 93/4840 [..............................] - ETA: 5s - loss: 10.6962 - mean_absolute_error: 2.4543 139/4840 [..............................] - ETA: 5s - loss: 11.1293 - mean_absolute_error: 2.5196 185/4840 [>.............................] - ETA: 5s - loss: 11.0983 - mean_absolute_error: 2.5076 230/4840 [>.............................] - ETA: 5s - loss: 11.2040 - mean_absolute_error: 2.5250 275/4840 [>.............................] - ETA: 5s - loss: 11.1845 - mean_absolute_error: 2.5200 321/4840 [>.............................] - ETA: 5s - loss: 11.1891 - mean_absolute_error: 2.5254 368/4840 [=>............................] - ETA: 4s - loss: 11.1845 - mean_absolute_error: 2.5253 413/4840 [=>............................] - ETA: 4s - loss: 11.2088 - mean_absolute_error: 2.5301 459/4840 [=>............................] - ETA: 4s - loss: 11.2670 - mean_absolute_error: 2.5367 504/4840 [==>...........................] - ETA: 4s - loss: 11.2615 - mean_absolute_error: 2.5367 550/4840 [==>...........................] - ETA: 4s - loss: 11.2398 - mean_absolute_error: 2.5334 596/4840 [==>...........................] - ETA: 4s - loss: 11.2525 - mean_absolute_error: 2.5314 642/4840 [==>...........................] - ETA: 4s - loss: 11.3142 - mean_absolute_error: 2.5389 687/4840 [===>..........................] - ETA: 4s - loss: 11.3433 - mean_absolute_error: 2.5435 733/4840 [===>..........................] - ETA: 4s - loss: 11.3297 - mean_absolute_error: 2.5411 776/4840 [===>..........................] - ETA: 4s - loss: 11.3200 - mean_absolute_error: 2.5382 822/4840 [====>.........................] - ETA: 4s - loss: 11.2890 - mean_absolute_error: 2.5349 869/4840 [====>.........................] - ETA: 4s - loss: 11.2483 - mean_absolute_error: 2.5302 915/4840 [====>.........................] - ETA: 4s - loss: 11.2669 - mean_absolute_error: 2.5330 961/4840 [====>.........................] - ETA: 4s - loss: 11.2448 - mean_absolute_error: 2.53021006/4840 [=====>........................] - ETA: 4s - loss: 11.2553 - mean_absolute_error: 2.53201051/4840 [=====>........................] - ETA: 4s - loss: 11.2265 - mean_absolute_error: 2.52721097/4840 [=====>........................] - ETA: 4s - loss: 11.2383 - mean_absolute_error: 2.52811143/4840 [======>.......................] - ETA: 4s - loss: 11.2604 - mean_absolute_error: 2.53211189/4840 [======>.......................] - ETA: 4s - loss: 11.2729 - mean_absolute_error: 2.53381234/4840 [======>.......................] - ETA: 4s - loss: 11.2678 - mean_absolute_error: 2.53411280/4840 [======>.......................] - ETA: 3s - loss: 11.2610 - mean_absolute_error: 2.53311327/4840 [=======>......................] - ETA: 3s - loss: 11.2586 - mean_absolute_error: 2.53251373/4840 [=======>......................] - ETA: 3s - loss: 11.2599 - mean_absolute_error: 2.53281420/4840 [=======>......................] - 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mean_absolute_error: 2.52651921/4840 [==========>...................] - ETA: 3s - loss: 11.1944 - mean_absolute_error: 2.52781968/4840 [===========>..................] - ETA: 3s - loss: 11.1896 - mean_absolute_error: 2.52772014/4840 [===========>..................] - ETA: 3s - loss: 11.1687 - mean_absolute_error: 2.52392059/4840 [===========>..................] - ETA: 3s - loss: 11.1689 - mean_absolute_error: 2.52462103/4840 [============>.................] - ETA: 3s - loss: 11.1743 - mean_absolute_error: 2.52542147/4840 [============>.................] - ETA: 2s - loss: 11.1766 - mean_absolute_error: 2.52572193/4840 [============>.................] - ETA: 2s - loss: 11.1831 - mean_absolute_error: 2.52552239/4840 [============>.................] - ETA: 2s - loss: 11.1750 - mean_absolute_error: 2.52412285/4840 [=============>................] - ETA: 2s - loss: 11.1786 - mean_absolute_error: 2.52462332/4840 [=============>................] - ETA: 2s - loss: 11.1796 - mean_absolute_error: 2.52492378/4840 [=============>................] - 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mean_absolute_error: 2.52663835/4840 [======================>.......] - ETA: 1s - loss: 11.1797 - mean_absolute_error: 2.52613881/4840 [=======================>......] - ETA: 1s - loss: 11.1829 - mean_absolute_error: 2.52653927/4840 [=======================>......] - ETA: 1s - loss: 11.1770 - mean_absolute_error: 2.52563973/4840 [=======================>......] - ETA: 0s - loss: 11.1679 - mean_absolute_error: 2.52494019/4840 [=======================>......] - ETA: 0s - loss: 11.1629 - mean_absolute_error: 2.52434066/4840 [========================>.....] - ETA: 0s - loss: 11.1627 - mean_absolute_error: 2.52404111/4840 [========================>.....] - ETA: 0s - loss: 11.1713 - mean_absolute_error: 2.52524156/4840 [========================>.....] - ETA: 0s - loss: 11.1669 - mean_absolute_error: 2.52514201/4840 [=========================>....] - ETA: 0s - loss: 11.1765 - mean_absolute_error: 2.52634247/4840 [=========================>....] - ETA: 0s - loss: 11.1731 - mean_absolute_error: 2.52604291/4840 [=========================>....] - 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mean_absolute_error: 2.52764787/4840 [============================>.] - ETA: 0s - loss: 11.1876 - mean_absolute_error: 2.52844834/4840 [============================>.] - ETA: 0s - loss: 11.1949 - mean_absolute_error: 2.52924840/4840 [==============================] - 6s 1ms/step - loss: 11.1941 - mean_absolute_error: 2.5291 - val_loss: 11.8830 - val_mean_absolute_error: 2.6110
Epoch 14/100
1/4840 [..............................] - ETA: 5s - loss: 14.2513 - mean_absolute_error: 2.7613 46/4840 [..............................] - ETA: 5s - loss: 11.4291 - mean_absolute_error: 2.5367 93/4840 [..............................] - ETA: 5s - loss: 11.7149 - mean_absolute_error: 2.5801 138/4840 [..............................] - ETA: 5s - loss: 11.5898 - mean_absolute_error: 2.5739 185/4840 [>.............................] - ETA: 5s - loss: 11.3951 - mean_absolute_error: 2.5515 230/4840 [>.............................] - ETA: 5s - loss: 11.2531 - mean_absolute_error: 2.5342 275/4840 [>.............................] - ETA: 5s - loss: 11.1976 - mean_absolute_error: 2.5307 319/4840 [>.............................] - ETA: 5s - loss: 11.0610 - mean_absolute_error: 2.5137 365/4840 [=>............................] - ETA: 4s - loss: 11.0616 - mean_absolute_error: 2.5138 411/4840 [=>............................] - ETA: 4s - loss: 11.0694 - mean_absolute_error: 2.5183 457/4840 [=>............................] - 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mean_absolute_error: 2.51894717/4840 [============================>.] - ETA: 0s - loss: 11.0441 - mean_absolute_error: 2.52014762/4840 [============================>.] - ETA: 0s - loss: 11.0386 - mean_absolute_error: 2.51944806/4840 [============================>.] - ETA: 0s - loss: 11.0381 - mean_absolute_error: 2.51974840/4840 [==============================] - 6s 1ms/step - loss: 11.0389 - mean_absolute_error: 2.5199 - val_loss: 11.7749 - val_mean_absolute_error: 2.6048
Epoch 15/100
1/4840 [..............................] - ETA: 4s - loss: 10.1389 - mean_absolute_error: 2.3336 47/4840 [..............................] - ETA: 5s - loss: 11.3490 - mean_absolute_error: 2.5841 92/4840 [..............................] - ETA: 5s - loss: 10.6755 - mean_absolute_error: 2.4944 137/4840 [..............................] - ETA: 5s - loss: 11.0221 - mean_absolute_error: 2.5387 183/4840 [>.............................] - ETA: 5s - loss: 10.9907 - mean_absolute_error: 2.5288 229/4840 [>.............................] - ETA: 5s - loss: 10.8945 - mean_absolute_error: 2.5110 274/4840 [>.............................] - ETA: 5s - loss: 10.8977 - mean_absolute_error: 2.5070 319/4840 [>.............................] - ETA: 5s - loss: 10.7710 - mean_absolute_error: 2.4898 365/4840 [=>............................] - ETA: 4s - loss: 10.7277 - mean_absolute_error: 2.4812 412/4840 [=>............................] - ETA: 4s - loss: 10.6671 - mean_absolute_error: 2.4729 460/4840 [=>............................] - 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mean_absolute_error: 2.50961909/4840 [==========>...................] - ETA: 3s - loss: 10.9301 - mean_absolute_error: 2.50801954/4840 [===========>..................] - ETA: 3s - loss: 10.9268 - mean_absolute_error: 2.50721999/4840 [===========>..................] - ETA: 3s - loss: 10.9054 - mean_absolute_error: 2.50422047/4840 [===========>..................] - ETA: 3s - loss: 10.9100 - mean_absolute_error: 2.50512094/4840 [===========>..................] - ETA: 3s - loss: 10.9036 - mean_absolute_error: 2.50482141/4840 [============>.................] - ETA: 2s - loss: 10.9107 - mean_absolute_error: 2.50562187/4840 [============>.................] - ETA: 2s - loss: 10.9110 - mean_absolute_error: 2.50612232/4840 [============>.................] - ETA: 2s - loss: 10.9024 - mean_absolute_error: 2.50472277/4840 [=============>................] - ETA: 2s - loss: 10.8944 - mean_absolute_error: 2.50292322/4840 [=============>................] - ETA: 2s - loss: 10.8982 - mean_absolute_error: 2.50332368/4840 [=============>................] - 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mean_absolute_error: 2.50593823/4840 [======================>.......] - ETA: 1s - loss: 10.9069 - mean_absolute_error: 2.50613869/4840 [======================>.......] - ETA: 1s - loss: 10.9121 - mean_absolute_error: 2.50703915/4840 [=======================>......] - ETA: 1s - loss: 10.9048 - mean_absolute_error: 2.50613959/4840 [=======================>......] - ETA: 0s - loss: 10.8968 - mean_absolute_error: 2.50514004/4840 [=======================>......] - ETA: 0s - loss: 10.9018 - mean_absolute_error: 2.50584049/4840 [========================>.....] - ETA: 0s - loss: 10.9012 - mean_absolute_error: 2.50544095/4840 [========================>.....] - ETA: 0s - loss: 10.9031 - mean_absolute_error: 2.50564141/4840 [========================>.....] - ETA: 0s - loss: 10.9204 - mean_absolute_error: 2.50804186/4840 [========================>.....] - ETA: 0s - loss: 10.9272 - mean_absolute_error: 2.50884231/4840 [=========================>....] - ETA: 0s - loss: 10.9229 - mean_absolute_error: 2.50824278/4840 [=========================>....] - 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mean_absolute_error: 2.50924778/4840 [============================>.] - ETA: 0s - loss: 10.9176 - mean_absolute_error: 2.50924823/4840 [============================>.] - ETA: 0s - loss: 10.9187 - mean_absolute_error: 2.50934840/4840 [==============================] - 6s 1ms/step - loss: 10.9204 - mean_absolute_error: 2.5097 - val_loss: 11.6945 - val_mean_absolute_error: 2.6001
Epoch 16/100
1/4840 [..............................] - ETA: 13s - loss: 16.8834 - mean_absolute_error: 3.3202 47/4840 [..............................] - ETA: 5s - loss: 11.3728 - mean_absolute_error: 2.5944 93/4840 [..............................] - ETA: 5s - loss: 10.6099 - mean_absolute_error: 2.4724 137/4840 [..............................] - ETA: 5s - loss: 10.6997 - mean_absolute_error: 2.4995 182/4840 [>.............................] - ETA: 5s - loss: 10.6533 - mean_absolute_error: 2.4843 227/4840 [>.............................] - ETA: 5s - loss: 10.6842 - mean_absolute_error: 2.4864 272/4840 [>.............................] - ETA: 5s - loss: 10.6608 - mean_absolute_error: 2.4805 319/4840 [>.............................] - ETA: 5s - loss: 10.6921 - mean_absolute_error: 2.4832 365/4840 [=>............................] - ETA: 4s - loss: 10.7809 - mean_absolute_error: 2.4923 412/4840 [=>............................] - ETA: 4s - loss: 10.8619 - mean_absolute_error: 2.5020 457/4840 [=>............................] - ETA: 4s - loss: 10.8723 - mean_absolute_error: 2.5010 502/4840 [==>...........................] - ETA: 4s - loss: 10.8376 - mean_absolute_error: 2.4974 548/4840 [==>...........................] - ETA: 4s - loss: 10.9288 - mean_absolute_error: 2.5092 593/4840 [==>...........................] - ETA: 4s - loss: 10.9079 - mean_absolute_error: 2.5055 639/4840 [==>...........................] - ETA: 4s - loss: 10.9147 - mean_absolute_error: 2.5083 686/4840 [===>..........................] - ETA: 4s - loss: 10.9266 - mean_absolute_error: 2.5102 731/4840 [===>..........................] - ETA: 4s - loss: 10.9360 - mean_absolute_error: 2.5103 777/4840 [===>..........................] - ETA: 4s - loss: 10.9280 - mean_absolute_error: 2.5111 822/4840 [====>.........................] - ETA: 4s - loss: 10.9311 - mean_absolute_error: 2.5103 869/4840 [====>.........................] - ETA: 4s - loss: 10.8963 - mean_absolute_error: 2.5053 915/4840 [====>.........................] - ETA: 4s - loss: 10.8812 - 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mean_absolute_error: 2.49991918/4840 [==========>...................] - ETA: 3s - loss: 10.8306 - mean_absolute_error: 2.50201962/4840 [===========>..................] - ETA: 3s - loss: 10.8381 - mean_absolute_error: 2.50282005/4840 [===========>..................] - ETA: 3s - loss: 10.8288 - mean_absolute_error: 2.50192051/4840 [===========>..................] - ETA: 3s - loss: 10.8255 - mean_absolute_error: 2.50102095/4840 [===========>..................] - ETA: 3s - loss: 10.8287 - mean_absolute_error: 2.50192141/4840 [============>.................] - ETA: 2s - loss: 10.8339 - mean_absolute_error: 2.50322188/4840 [============>.................] - ETA: 2s - loss: 10.8296 - mean_absolute_error: 2.50242235/4840 [============>.................] - ETA: 2s - loss: 10.8316 - mean_absolute_error: 2.50352280/4840 [=============>................] - ETA: 2s - loss: 10.8355 - mean_absolute_error: 2.50442326/4840 [=============>................] - ETA: 2s - loss: 10.8246 - mean_absolute_error: 2.50272372/4840 [=============>................] - 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mean_absolute_error: 2.49993835/4840 [======================>.......] - ETA: 1s - loss: 10.8115 - mean_absolute_error: 2.49983879/4840 [=======================>......] - ETA: 1s - loss: 10.8136 - mean_absolute_error: 2.49973925/4840 [=======================>......] - ETA: 1s - loss: 10.8205 - mean_absolute_error: 2.50053970/4840 [=======================>......] - ETA: 0s - loss: 10.8109 - mean_absolute_error: 2.49944016/4840 [=======================>......] - ETA: 0s - loss: 10.8143 - mean_absolute_error: 2.49964062/4840 [========================>.....] - ETA: 0s - loss: 10.8239 - mean_absolute_error: 2.50114107/4840 [========================>.....] - ETA: 0s - loss: 10.8216 - mean_absolute_error: 2.50064150/4840 [========================>.....] - ETA: 0s - loss: 10.8287 - mean_absolute_error: 2.50144197/4840 [=========================>....] - ETA: 0s - loss: 10.8224 - mean_absolute_error: 2.50044243/4840 [=========================>....] - ETA: 0s - loss: 10.8255 - mean_absolute_error: 2.50104289/4840 [=========================>....] - ETA: 0s - loss: 10.8221 - mean_absolute_error: 2.50014336/4840 [=========================>....] - ETA: 0s - loss: 10.8195 - mean_absolute_error: 2.50004383/4840 [==========================>...] - ETA: 0s - loss: 10.8270 - mean_absolute_error: 2.50134429/4840 [==========================>...] - ETA: 0s - loss: 10.8248 - mean_absolute_error: 2.50064474/4840 [==========================>...] - ETA: 0s - loss: 10.8255 - mean_absolute_error: 2.50094520/4840 [===========================>..] - ETA: 0s - loss: 10.8291 - mean_absolute_error: 2.50124565/4840 [===========================>..] - ETA: 0s - loss: 10.8279 - mean_absolute_error: 2.50124611/4840 [===========================>..] - ETA: 0s - loss: 10.8256 - mean_absolute_error: 2.50064656/4840 [===========================>..] - ETA: 0s - loss: 10.8308 - mean_absolute_error: 2.50124702/4840 [============================>.] - ETA: 0s - loss: 10.8284 - mean_absolute_error: 2.50084743/4840 [============================>.] - ETA: 0s - loss: 10.8314 - mean_absolute_error: 2.50104788/4840 [============================>.] - ETA: 0s - loss: 10.8299 - mean_absolute_error: 2.50104834/4840 [============================>.] - ETA: 0s - loss: 10.8288 - mean_absolute_error: 2.50114840/4840 [==============================] - 6s 1ms/step - loss: 10.8291 - mean_absolute_error: 2.5011 - val_loss: 11.6337 - val_mean_absolute_error: 2.5964
Epoch 17/100
1/4840 [..............................] - ETA: 9s - loss: 8.9090 - mean_absolute_error: 2.2773 45/4840 [..............................] - ETA: 5s - loss: 11.0738 - mean_absolute_error: 2.5573 90/4840 [..............................] - ETA: 5s - loss: 11.2511 - mean_absolute_error: 2.5466 136/4840 [..............................] - ETA: 5s - loss: 11.2031 - mean_absolute_error: 2.5488 183/4840 [>.............................] - ETA: 5s - loss: 11.1458 - mean_absolute_error: 2.5482 228/4840 [>.............................] - ETA: 5s - loss: 11.2148 - mean_absolute_error: 2.5564 273/4840 [>.............................] - ETA: 5s - loss: 11.0566 - mean_absolute_error: 2.5320 318/4840 [>.............................] - ETA: 5s - loss: 11.0518 - mean_absolute_error: 2.5311 363/4840 [=>............................] - ETA: 5s - loss: 11.0296 - mean_absolute_error: 2.5280 410/4840 [=>............................] - ETA: 4s - loss: 10.9553 - mean_absolute_error: 2.5162 457/4840 [=>............................] - 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mean_absolute_error: 2.5112 952/4840 [====>.........................] - ETA: 4s - loss: 10.8564 - mean_absolute_error: 2.5096 998/4840 [=====>........................] - ETA: 4s - loss: 10.8518 - mean_absolute_error: 2.50881043/4840 [=====>........................] - ETA: 4s - loss: 10.8730 - mean_absolute_error: 2.51111089/4840 [=====>........................] - ETA: 4s - loss: 10.9018 - mean_absolute_error: 2.51441135/4840 [======>.......................] - ETA: 4s - loss: 10.9026 - mean_absolute_error: 2.51381181/4840 [======>.......................] - ETA: 4s - loss: 10.8895 - mean_absolute_error: 2.51271226/4840 [======>.......................] - ETA: 4s - loss: 10.8751 - mean_absolute_error: 2.51101270/4840 [======>.......................] - ETA: 3s - loss: 10.8581 - mean_absolute_error: 2.50901316/4840 [=======>......................] - ETA: 3s - loss: 10.8453 - mean_absolute_error: 2.50711361/4840 [=======>......................] - ETA: 3s - loss: 10.8606 - mean_absolute_error: 2.50861406/4840 [=======>......................] - 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mean_absolute_error: 2.49754723/4840 [============================>.] - ETA: 0s - loss: 10.7693 - mean_absolute_error: 2.49734768/4840 [============================>.] - ETA: 0s - loss: 10.7605 - mean_absolute_error: 2.49624813/4840 [============================>.] - ETA: 0s - loss: 10.7606 - mean_absolute_error: 2.49614840/4840 [==============================] - 6s 1ms/step - loss: 10.7588 - mean_absolute_error: 2.4958 - val_loss: 11.5871 - val_mean_absolute_error: 2.5926
Epoch 18/100
1/4840 [..............................] - ETA: 4s - loss: 7.3475 - mean_absolute_error: 2.1363 45/4840 [..............................] - ETA: 5s - loss: 9.5251 - mean_absolute_error: 2.3185 90/4840 [..............................] - ETA: 5s - loss: 9.9922 - mean_absolute_error: 2.3931 136/4840 [..............................] - ETA: 5s - loss: 10.0885 - mean_absolute_error: 2.4044 181/4840 [>.............................] - ETA: 5s - loss: 10.3302 - mean_absolute_error: 2.4448 226/4840 [>.............................] - ETA: 5s - loss: 10.2186 - mean_absolute_error: 2.4295 271/4840 [>.............................] - ETA: 5s - loss: 10.1100 - mean_absolute_error: 2.4159 317/4840 [>.............................] - ETA: 5s - loss: 10.2111 - mean_absolute_error: 2.4297 364/4840 [=>............................] - ETA: 4s - loss: 10.2371 - mean_absolute_error: 2.4297 410/4840 [=>............................] - ETA: 4s - loss: 10.2828 - mean_absolute_error: 2.4354 455/4840 [=>............................] - ETA: 4s - loss: 10.3043 - mean_absolute_error: 2.4362 501/4840 [==>...........................] - ETA: 4s - loss: 10.2396 - mean_absolute_error: 2.4293 545/4840 [==>...........................] - ETA: 4s - loss: 10.2961 - mean_absolute_error: 2.4371 590/4840 [==>...........................] - ETA: 4s - loss: 10.3644 - mean_absolute_error: 2.4474 636/4840 [==>...........................] - ETA: 4s - loss: 10.4049 - mean_absolute_error: 2.4527 680/4840 [===>..........................] - ETA: 4s - loss: 10.4568 - mean_absolute_error: 2.4596 726/4840 [===>..........................] - ETA: 4s - loss: 10.4980 - mean_absolute_error: 2.4659 772/4840 [===>..........................] - ETA: 4s - loss: 10.5107 - mean_absolute_error: 2.4693 818/4840 [====>.........................] - ETA: 4s - loss: 10.5356 - mean_absolute_error: 2.4720 864/4840 [====>.........................] - ETA: 4s - loss: 10.5308 - mean_absolute_error: 2.4721 908/4840 [====>.........................] - ETA: 4s - loss: 10.5361 - 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mean_absolute_error: 2.47671902/4840 [==========>...................] - ETA: 3s - loss: 10.6391 - mean_absolute_error: 2.47891949/4840 [===========>..................] - ETA: 3s - loss: 10.6354 - mean_absolute_error: 2.47931995/4840 [===========>..................] - ETA: 3s - loss: 10.6274 - mean_absolute_error: 2.47782041/4840 [===========>..................] - ETA: 3s - loss: 10.6425 - mean_absolute_error: 2.48052088/4840 [===========>..................] - ETA: 3s - loss: 10.6353 - mean_absolute_error: 2.47992133/4840 [============>.................] - ETA: 3s - loss: 10.6267 - mean_absolute_error: 2.47842179/4840 [============>.................] - ETA: 2s - loss: 10.6359 - mean_absolute_error: 2.47992224/4840 [============>.................] - ETA: 2s - loss: 10.6428 - mean_absolute_error: 2.48102270/4840 [=============>................] - ETA: 2s - loss: 10.6346 - mean_absolute_error: 2.48002315/4840 [=============>................] - ETA: 2s - loss: 10.6356 - mean_absolute_error: 2.48052361/4840 [=============>................] - ETA: 2s - loss: 10.6330 - mean_absolute_error: 2.47992407/4840 [=============>................] - ETA: 2s - loss: 10.6324 - mean_absolute_error: 2.47992452/4840 [==============>...............] - ETA: 2s - loss: 10.6277 - mean_absolute_error: 2.47942498/4840 [==============>...............] - ETA: 2s - loss: 10.6412 - mean_absolute_error: 2.48122545/4840 [==============>...............] - ETA: 2s - loss: 10.6425 - mean_absolute_error: 2.48162589/4840 [===============>..............] - ETA: 2s - loss: 10.6400 - mean_absolute_error: 2.48132636/4840 [===============>..............] - ETA: 2s - loss: 10.6382 - mean_absolute_error: 2.48152683/4840 [===============>..............] - ETA: 2s - loss: 10.6353 - mean_absolute_error: 2.48072729/4840 [===============>..............] - ETA: 2s - loss: 10.6343 - mean_absolute_error: 2.48052774/4840 [================>.............] - ETA: 2s - loss: 10.6438 - mean_absolute_error: 2.48172818/4840 [================>.............] - ETA: 2s - loss: 10.6478 - 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mean_absolute_error: 2.48643824/4840 [======================>.......] - ETA: 1s - loss: 10.6790 - mean_absolute_error: 2.48683869/4840 [======================>.......] - ETA: 1s - loss: 10.6779 - mean_absolute_error: 2.48663915/4840 [=======================>......] - ETA: 1s - loss: 10.6731 - mean_absolute_error: 2.48573959/4840 [=======================>......] - ETA: 0s - loss: 10.6714 - mean_absolute_error: 2.48574004/4840 [=======================>......] - ETA: 0s - loss: 10.6810 - mean_absolute_error: 2.48694050/4840 [========================>.....] - ETA: 0s - loss: 10.6775 - mean_absolute_error: 2.48634095/4840 [========================>.....] - ETA: 0s - loss: 10.6835 - mean_absolute_error: 2.48694137/4840 [========================>.....] - ETA: 0s - loss: 10.6825 - mean_absolute_error: 2.48674178/4840 [========================>.....] - ETA: 0s - loss: 10.6806 - mean_absolute_error: 2.48674221/4840 [=========================>....] - ETA: 0s - loss: 10.6816 - mean_absolute_error: 2.48704265/4840 [=========================>....] - ETA: 0s - loss: 10.6905 - mean_absolute_error: 2.48784309/4840 [=========================>....] - ETA: 0s - loss: 10.6875 - mean_absolute_error: 2.48734354/4840 [=========================>....] - ETA: 0s - loss: 10.6951 - mean_absolute_error: 2.48834400/4840 [==========================>...] - ETA: 0s - loss: 10.7000 - mean_absolute_error: 2.48904446/4840 [==========================>...] - ETA: 0s - loss: 10.7065 - mean_absolute_error: 2.48984492/4840 [==========================>...] - ETA: 0s - loss: 10.7033 - mean_absolute_error: 2.48924538/4840 [===========================>..] - ETA: 0s - loss: 10.7006 - mean_absolute_error: 2.48894585/4840 [===========================>..] - ETA: 0s - loss: 10.7022 - mean_absolute_error: 2.48904629/4840 [===========================>..] - ETA: 0s - loss: 10.7052 - mean_absolute_error: 2.48914674/4840 [===========================>..] - ETA: 0s - loss: 10.7091 - mean_absolute_error: 2.48964720/4840 [============================>.] - ETA: 0s - loss: 10.7081 - mean_absolute_error: 2.48964766/4840 [============================>.] - ETA: 0s - loss: 10.7071 - mean_absolute_error: 2.48914812/4840 [============================>.] - ETA: 0s - loss: 10.7058 - mean_absolute_error: 2.48894840/4840 [==============================] - 6s 1ms/step - loss: 10.7055 - mean_absolute_error: 2.4889 - val_loss: 11.5536 - val_mean_absolute_error: 2.5907
Epoch 19/100
1/4840 [..............................] - ETA: 6s - loss: 11.6286 - mean_absolute_error: 2.6550 45/4840 [..............................] - ETA: 5s - loss: 10.5623 - mean_absolute_error: 2.4763 90/4840 [..............................] - ETA: 5s - loss: 10.5723 - mean_absolute_error: 2.4905 137/4840 [..............................] - ETA: 5s - loss: 10.4408 - mean_absolute_error: 2.4601 182/4840 [>.............................] - ETA: 5s - loss: 10.4272 - mean_absolute_error: 2.4548 228/4840 [>.............................] - ETA: 5s - loss: 10.2176 - mean_absolute_error: 2.4248 273/4840 [>.............................] - ETA: 5s - loss: 10.1769 - mean_absolute_error: 2.4241 318/4840 [>.............................] - ETA: 5s - loss: 10.1664 - mean_absolute_error: 2.4233 365/4840 [=>............................] - ETA: 4s - loss: 10.2310 - mean_absolute_error: 2.4284 412/4840 [=>............................] - ETA: 4s - loss: 10.2310 - mean_absolute_error: 2.4286 456/4840 [=>............................] - ETA: 4s - loss: 10.3060 - mean_absolute_error: 2.4378 502/4840 [==>...........................] - ETA: 4s - loss: 10.3255 - mean_absolute_error: 2.4387 548/4840 [==>...........................] - ETA: 4s - loss: 10.3373 - mean_absolute_error: 2.4437 593/4840 [==>...........................] - ETA: 4s - loss: 10.3939 - mean_absolute_error: 2.4519 639/4840 [==>...........................] - ETA: 4s - loss: 10.3129 - mean_absolute_error: 2.4417 685/4840 [===>..........................] - ETA: 4s - loss: 10.3499 - mean_absolute_error: 2.4463 730/4840 [===>..........................] - ETA: 4s - loss: 10.3953 - mean_absolute_error: 2.4522 776/4840 [===>..........................] - ETA: 4s - loss: 10.4673 - mean_absolute_error: 2.4605 821/4840 [====>.........................] - ETA: 4s - loss: 10.4577 - mean_absolute_error: 2.4593 867/4840 [====>.........................] - ETA: 4s - loss: 10.4970 - mean_absolute_error: 2.4636 914/4840 [====>.........................] - ETA: 4s - loss: 10.4825 - mean_absolute_error: 2.4609 961/4840 [====>.........................] - ETA: 4s - loss: 10.5125 - mean_absolute_error: 2.46561007/4840 [=====>........................] - ETA: 4s - loss: 10.5111 - mean_absolute_error: 2.46651052/4840 [=====>........................] - ETA: 4s - loss: 10.5134 - mean_absolute_error: 2.46721098/4840 [=====>........................] - ETA: 4s - loss: 10.4998 - mean_absolute_error: 2.46601144/4840 [======>.......................] - ETA: 4s - loss: 10.4896 - mean_absolute_error: 2.46461191/4840 [======>.......................] - ETA: 4s - loss: 10.4842 - mean_absolute_error: 2.46461237/4840 [======>.......................] - ETA: 3s - loss: 10.4664 - mean_absolute_error: 2.46191283/4840 [======>.......................] - ETA: 3s - loss: 10.4577 - mean_absolute_error: 2.46101329/4840 [=======>......................] - ETA: 3s - loss: 10.4520 - mean_absolute_error: 2.45891374/4840 [=======>......................] - ETA: 3s - loss: 10.4537 - mean_absolute_error: 2.45871420/4840 [=======>......................] - 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mean_absolute_error: 2.47181924/4840 [==========>...................] - ETA: 3s - loss: 10.5503 - mean_absolute_error: 2.47111970/4840 [===========>..................] - ETA: 3s - loss: 10.5402 - mean_absolute_error: 2.46952015/4840 [===========>..................] - ETA: 3s - loss: 10.5479 - mean_absolute_error: 2.46982061/4840 [===========>..................] - ETA: 3s - loss: 10.5535 - mean_absolute_error: 2.47072106/4840 [============>.................] - ETA: 3s - loss: 10.5505 - mean_absolute_error: 2.47032152/4840 [============>.................] - ETA: 2s - loss: 10.5659 - mean_absolute_error: 2.47192199/4840 [============>.................] - ETA: 2s - loss: 10.5718 - mean_absolute_error: 2.47292245/4840 [============>.................] - ETA: 2s - loss: 10.5798 - mean_absolute_error: 2.47392290/4840 [=============>................] - ETA: 2s - loss: 10.5648 - mean_absolute_error: 2.47232335/4840 [=============>................] - ETA: 2s - loss: 10.5638 - mean_absolute_error: 2.47242381/4840 [=============>................] - 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mean_absolute_error: 2.47953840/4840 [======================>.......] - ETA: 1s - loss: 10.6279 - mean_absolute_error: 2.47933885/4840 [=======================>......] - ETA: 1s - loss: 10.6345 - mean_absolute_error: 2.48013930/4840 [=======================>......] - ETA: 1s - loss: 10.6373 - mean_absolute_error: 2.48053975/4840 [=======================>......] - ETA: 0s - loss: 10.6391 - mean_absolute_error: 2.48064021/4840 [=======================>......] - ETA: 0s - loss: 10.6336 - mean_absolute_error: 2.48014066/4840 [========================>.....] - ETA: 0s - loss: 10.6330 - mean_absolute_error: 2.48004111/4840 [========================>.....] - ETA: 0s - loss: 10.6352 - mean_absolute_error: 2.47994156/4840 [========================>.....] - ETA: 0s - loss: 10.6389 - mean_absolute_error: 2.48024202/4840 [=========================>....] - ETA: 0s - loss: 10.6407 - mean_absolute_error: 2.48054249/4840 [=========================>....] - ETA: 0s - loss: 10.6515 - mean_absolute_error: 2.48204295/4840 [=========================>....] - 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mean_absolute_error: 2.48304794/4840 [============================>.] - ETA: 0s - loss: 10.6585 - mean_absolute_error: 2.48354840/4840 [==============================] - ETA: 0s - loss: 10.6636 - mean_absolute_error: 2.48414840/4840 [==============================] - 6s 1ms/step - loss: 10.6636 - mean_absolute_error: 2.4841 - val_loss: 11.5314 - val_mean_absolute_error: 2.5899
Epoch 20/100
1/4840 [..............................] - ETA: 9s - loss: 11.4159 - mean_absolute_error: 2.6510 46/4840 [..............................] - ETA: 5s - loss: 10.5248 - mean_absolute_error: 2.4740 91/4840 [..............................] - ETA: 5s - loss: 10.3808 - mean_absolute_error: 2.4602 137/4840 [..............................] - ETA: 5s - loss: 10.4334 - mean_absolute_error: 2.4643 183/4840 [>.............................] - ETA: 5s - loss: 10.5234 - mean_absolute_error: 2.4683 228/4840 [>.............................] - ETA: 5s - loss: 10.5783 - mean_absolute_error: 2.4768 273/4840 [>.............................] - ETA: 5s - loss: 10.5238 - mean_absolute_error: 2.4723 318/4840 [>.............................] - ETA: 5s - loss: 10.4176 - mean_absolute_error: 2.4568 365/4840 [=>............................] - ETA: 4s - loss: 10.3662 - mean_absolute_error: 2.4484 409/4840 [=>............................] - ETA: 4s - loss: 10.4549 - mean_absolute_error: 2.4602 454/4840 [=>............................] - ETA: 4s - loss: 10.4969 - mean_absolute_error: 2.4635 499/4840 [==>...........................] - ETA: 4s - loss: 10.4985 - mean_absolute_error: 2.4633 545/4840 [==>...........................] - ETA: 4s - loss: 10.5271 - mean_absolute_error: 2.4666 591/4840 [==>...........................] - ETA: 4s - loss: 10.5708 - mean_absolute_error: 2.4738 638/4840 [==>...........................] - ETA: 4s - loss: 10.5358 - mean_absolute_error: 2.4683 684/4840 [===>..........................] - ETA: 4s - loss: 10.5287 - mean_absolute_error: 2.4666 731/4840 [===>..........................] - ETA: 4s - loss: 10.5686 - mean_absolute_error: 2.4730 776/4840 [===>..........................] - ETA: 4s - loss: 10.5540 - mean_absolute_error: 2.4723 821/4840 [====>.........................] - ETA: 4s - loss: 10.5571 - mean_absolute_error: 2.4733 868/4840 [====>.........................] - ETA: 4s - loss: 10.5001 - mean_absolute_error: 2.4671 912/4840 [====>.........................] - ETA: 4s - loss: 10.5048 - mean_absolute_error: 2.4687 958/4840 [====>.........................] - ETA: 4s - loss: 10.5037 - mean_absolute_error: 2.46841003/4840 [=====>........................] - ETA: 4s - loss: 10.4974 - mean_absolute_error: 2.46741049/4840 [=====>........................] - ETA: 4s - loss: 10.4965 - mean_absolute_error: 2.46631094/4840 [=====>........................] - ETA: 4s - loss: 10.4753 - mean_absolute_error: 2.46441140/4840 [======>.......................] - ETA: 4s - loss: 10.4445 - mean_absolute_error: 2.45981186/4840 [======>.......................] - ETA: 4s - loss: 10.4195 - mean_absolute_error: 2.45711232/4840 [======>.......................] - ETA: 4s - loss: 10.4359 - mean_absolute_error: 2.45801278/4840 [======>.......................] - ETA: 3s - loss: 10.4312 - mean_absolute_error: 2.45601323/4840 [=======>......................] - ETA: 3s - loss: 10.4424 - mean_absolute_error: 2.45771369/4840 [=======>......................] - ETA: 3s - loss: 10.4310 - mean_absolute_error: 2.45711415/4840 [=======>......................] - 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mean_absolute_error: 2.46521916/4840 [==========>...................] - ETA: 3s - loss: 10.5040 - mean_absolute_error: 2.46691960/4840 [===========>..................] - ETA: 3s - loss: 10.5175 - mean_absolute_error: 2.46852006/4840 [===========>..................] - ETA: 3s - loss: 10.5327 - mean_absolute_error: 2.47012051/4840 [===========>..................] - ETA: 3s - loss: 10.5328 - mean_absolute_error: 2.47002097/4840 [===========>..................] - ETA: 3s - loss: 10.5383 - mean_absolute_error: 2.47122144/4840 [============>.................] - ETA: 2s - loss: 10.5393 - mean_absolute_error: 2.47102188/4840 [============>.................] - ETA: 2s - loss: 10.5347 - mean_absolute_error: 2.47002232/4840 [============>.................] - ETA: 2s - loss: 10.5349 - mean_absolute_error: 2.47032278/4840 [=============>................] - ETA: 2s - loss: 10.5475 - mean_absolute_error: 2.47172324/4840 [=============>................] - ETA: 2s - loss: 10.5525 - mean_absolute_error: 2.47272369/4840 [=============>................] - ETA: 2s - loss: 10.5548 - mean_absolute_error: 2.47282415/4840 [=============>................] - ETA: 2s - loss: 10.5531 - mean_absolute_error: 2.47252462/4840 [==============>...............] - ETA: 2s - loss: 10.5540 - mean_absolute_error: 2.47252509/4840 [==============>...............] - ETA: 2s - loss: 10.5609 - mean_absolute_error: 2.47312555/4840 [==============>...............] - ETA: 2s - loss: 10.5640 - mean_absolute_error: 2.47342600/4840 [===============>..............] - ETA: 2s - loss: 10.5653 - mean_absolute_error: 2.47372646/4840 [===============>..............] - ETA: 2s - loss: 10.5712 - mean_absolute_error: 2.47422690/4840 [===============>..............] - ETA: 2s - loss: 10.5719 - mean_absolute_error: 2.47432735/4840 [===============>..............] - ETA: 2s - loss: 10.5701 - mean_absolute_error: 2.47392781/4840 [================>.............] - ETA: 2s - loss: 10.5763 - mean_absolute_error: 2.47492826/4840 [================>.............] - ETA: 2s - loss: 10.5838 - mean_absolute_error: 2.47552873/4840 [================>.............] - ETA: 2s - loss: 10.5927 - mean_absolute_error: 2.47662918/4840 [=================>............] - ETA: 2s - loss: 10.6075 - mean_absolute_error: 2.47872964/4840 [=================>............] - ETA: 2s - loss: 10.5949 - mean_absolute_error: 2.47693009/4840 [=================>............] - ETA: 2s - loss: 10.6108 - mean_absolute_error: 2.47893054/4840 [=================>............] - ETA: 1s - loss: 10.6104 - mean_absolute_error: 2.47903100/4840 [==================>...........] - ETA: 1s - loss: 10.6034 - mean_absolute_error: 2.47823146/4840 [==================>...........] - ETA: 1s - loss: 10.5964 - mean_absolute_error: 2.47803191/4840 [==================>...........] - ETA: 1s - loss: 10.5852 - mean_absolute_error: 2.47683236/4840 [===================>..........] - ETA: 1s - loss: 10.5929 - mean_absolute_error: 2.47763281/4840 [===================>..........] - ETA: 1s - loss: 10.5870 - mean_absolute_error: 2.47743327/4840 [===================>..........] - ETA: 1s - loss: 10.5774 - mean_absolute_error: 2.47593373/4840 [===================>..........] - ETA: 1s - loss: 10.5719 - mean_absolute_error: 2.47543419/4840 [====================>.........] - ETA: 1s - loss: 10.5752 - mean_absolute_error: 2.47533466/4840 [====================>.........] - ETA: 1s - loss: 10.5824 - mean_absolute_error: 2.47613511/4840 [====================>.........] - ETA: 1s - loss: 10.5925 - mean_absolute_error: 2.47753556/4840 [=====================>........] - ETA: 1s - loss: 10.5956 - mean_absolute_error: 2.47763601/4840 [=====================>........] - ETA: 1s - loss: 10.5915 - mean_absolute_error: 2.47723646/4840 [=====================>........] - ETA: 1s - loss: 10.5814 - mean_absolute_error: 2.47583691/4840 [=====================>........] - ETA: 1s - loss: 10.5710 - mean_absolute_error: 2.47453736/4840 [======================>.......] - ETA: 1s - loss: 10.5671 - mean_absolute_error: 2.47433781/4840 [======================>.......] - ETA: 1s - loss: 10.5658 - mean_absolute_error: 2.47443826/4840 [======================>.......] - ETA: 1s - loss: 10.5614 - mean_absolute_error: 2.47383874/4840 [=======================>......] - ETA: 1s - loss: 10.5598 - mean_absolute_error: 2.47393920/4840 [=======================>......] - ETA: 1s - loss: 10.5628 - mean_absolute_error: 2.47403967/4840 [=======================>......] - ETA: 0s - loss: 10.5674 - mean_absolute_error: 2.47474012/4840 [=======================>......] - ETA: 0s - loss: 10.5659 - mean_absolute_error: 2.47434058/4840 [========================>.....] - ETA: 0s - loss: 10.5671 - mean_absolute_error: 2.47454104/4840 [========================>.....] - ETA: 0s - loss: 10.5625 - mean_absolute_error: 2.47404149/4840 [========================>.....] - ETA: 0s - loss: 10.5701 - mean_absolute_error: 2.47534196/4840 [=========================>....] - ETA: 0s - loss: 10.5735 - mean_absolute_error: 2.47574242/4840 [=========================>....] - ETA: 0s - loss: 10.5742 - mean_absolute_error: 2.47604289/4840 [=========================>....] - ETA: 0s - loss: 10.5730 - mean_absolute_error: 2.47584335/4840 [=========================>....] - ETA: 0s - loss: 10.5865 - mean_absolute_error: 2.47734381/4840 [==========================>...] - ETA: 0s - loss: 10.5968 - mean_absolute_error: 2.47864426/4840 [==========================>...] - ETA: 0s - loss: 10.5996 - mean_absolute_error: 2.47884473/4840 [==========================>...] - ETA: 0s - loss: 10.6056 - mean_absolute_error: 2.47944518/4840 [===========================>..] - ETA: 0s - loss: 10.6075 - mean_absolute_error: 2.47994563/4840 [===========================>..] - ETA: 0s - loss: 10.6120 - mean_absolute_error: 2.48004607/4840 [===========================>..] - ETA: 0s - loss: 10.6178 - mean_absolute_error: 2.48104653/4840 [===========================>..] - ETA: 0s - loss: 10.6134 - mean_absolute_error: 2.48034698/4840 [============================>.] - ETA: 0s - loss: 10.6194 - mean_absolute_error: 2.48114743/4840 [============================>.] - ETA: 0s - loss: 10.6301 - mean_absolute_error: 2.48224789/4840 [============================>.] - ETA: 0s - loss: 10.6241 - mean_absolute_error: 2.48154834/4840 [============================>.] - ETA: 0s - loss: 10.6309 - mean_absolute_error: 2.48214840/4840 [==============================] - 6s 1ms/step - loss: 10.6306 - mean_absolute_error: 2.4820 - val_loss: 11.5110 - val_mean_absolute_error: 2.5884
Epoch 21/100
1/4840 [..............................] - ETA: 9s - loss: 8.4762 - mean_absolute_error: 2.3654 46/4840 [..............................] - ETA: 5s - loss: 10.6975 - mean_absolute_error: 2.4991 91/4840 [..............................] - ETA: 5s - loss: 10.8531 - mean_absolute_error: 2.5136 137/4840 [..............................] - ETA: 5s - loss: 10.6834 - mean_absolute_error: 2.4936 182/4840 [>.............................] - ETA: 5s - loss: 10.5845 - mean_absolute_error: 2.4806 226/4840 [>.............................] - ETA: 5s - loss: 10.4410 - mean_absolute_error: 2.4673 272/4840 [>.............................] - ETA: 5s - loss: 10.4907 - mean_absolute_error: 2.4712 319/4840 [>.............................] - ETA: 5s - loss: 10.5167 - mean_absolute_error: 2.4709 367/4840 [=>............................] - ETA: 4s - loss: 10.5548 - mean_absolute_error: 2.4744 412/4840 [=>............................] - ETA: 4s - loss: 10.5656 - mean_absolute_error: 2.4762 455/4840 [=>............................] - ETA: 4s - loss: 10.5609 - mean_absolute_error: 2.4771 501/4840 [==>...........................] - ETA: 4s - loss: 10.4961 - mean_absolute_error: 2.4664 546/4840 [==>...........................] - ETA: 4s - loss: 10.5453 - mean_absolute_error: 2.4738 591/4840 [==>...........................] - ETA: 4s - loss: 10.5511 - mean_absolute_error: 2.4750 636/4840 [==>...........................] - ETA: 4s - loss: 10.5328 - mean_absolute_error: 2.4743 682/4840 [===>..........................] - ETA: 4s - loss: 10.5436 - mean_absolute_error: 2.4744 728/4840 [===>..........................] - ETA: 4s - loss: 10.4838 - mean_absolute_error: 2.4670 773/4840 [===>..........................] - ETA: 4s - loss: 10.4861 - mean_absolute_error: 2.4674 818/4840 [====>.........................] - ETA: 4s - loss: 10.4966 - mean_absolute_error: 2.4685 864/4840 [====>.........................] - ETA: 4s - loss: 10.4990 - mean_absolute_error: 2.4694 910/4840 [====>.........................] - ETA: 4s - loss: 10.4875 - mean_absolute_error: 2.4668 957/4840 [====>.........................] - ETA: 4s - loss: 10.4829 - mean_absolute_error: 2.46681003/4840 [=====>........................] - ETA: 4s - loss: 10.4951 - mean_absolute_error: 2.46781048/4840 [=====>........................] - ETA: 4s - loss: 10.5251 - mean_absolute_error: 2.47131094/4840 [=====>........................] - ETA: 4s - loss: 10.5180 - mean_absolute_error: 2.46981139/4840 [======>.......................] - ETA: 4s - loss: 10.5397 - mean_absolute_error: 2.47301185/4840 [======>.......................] - ETA: 4s - loss: 10.5348 - mean_absolute_error: 2.47301231/4840 [======>.......................] - ETA: 4s - loss: 10.5449 - mean_absolute_error: 2.47451277/4840 [======>.......................] - ETA: 3s - loss: 10.5475 - mean_absolute_error: 2.47421324/4840 [=======>......................] - ETA: 3s - loss: 10.5356 - mean_absolute_error: 2.47351368/4840 [=======>......................] - ETA: 3s - loss: 10.5125 - mean_absolute_error: 2.47021415/4840 [=======>......................] - 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mean_absolute_error: 2.46901915/4840 [==========>...................] - ETA: 3s - loss: 10.5262 - mean_absolute_error: 2.47051961/4840 [===========>..................] - ETA: 3s - loss: 10.5484 - mean_absolute_error: 2.47332005/4840 [===========>..................] - ETA: 3s - loss: 10.5527 - mean_absolute_error: 2.47412049/4840 [===========>..................] - ETA: 3s - loss: 10.5515 - mean_absolute_error: 2.47362094/4840 [===========>..................] - ETA: 3s - loss: 10.5541 - mean_absolute_error: 2.47412139/4840 [============>.................] - ETA: 3s - loss: 10.5395 - mean_absolute_error: 2.47202183/4840 [============>.................] - ETA: 2s - loss: 10.5509 - mean_absolute_error: 2.47362229/4840 [============>.................] - ETA: 2s - loss: 10.5434 - mean_absolute_error: 2.47222273/4840 [=============>................] - ETA: 2s - loss: 10.5446 - mean_absolute_error: 2.47202319/4840 [=============>................] - ETA: 2s - loss: 10.5385 - mean_absolute_error: 2.47122364/4840 [=============>................] - 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mean_absolute_error: 2.48023818/4840 [======================>.......] - ETA: 1s - loss: 10.6014 - mean_absolute_error: 2.48053864/4840 [======================>.......] - ETA: 1s - loss: 10.6044 - mean_absolute_error: 2.48093909/4840 [=======================>......] - ETA: 1s - loss: 10.6017 - mean_absolute_error: 2.48043955/4840 [=======================>......] - ETA: 0s - loss: 10.6056 - mean_absolute_error: 2.48114000/4840 [=======================>......] - ETA: 0s - loss: 10.6125 - mean_absolute_error: 2.48244046/4840 [========================>.....] - ETA: 0s - loss: 10.6132 - mean_absolute_error: 2.48214090/4840 [========================>.....] - ETA: 0s - loss: 10.6188 - mean_absolute_error: 2.48304136/4840 [========================>.....] - ETA: 0s - loss: 10.6137 - mean_absolute_error: 2.48224183/4840 [========================>.....] - ETA: 0s - loss: 10.6131 - mean_absolute_error: 2.48234229/4840 [=========================>....] - ETA: 0s - loss: 10.6115 - mean_absolute_error: 2.48234274/4840 [=========================>....] - ETA: 0s - loss: 10.6030 - mean_absolute_error: 2.48094318/4840 [=========================>....] - ETA: 0s - loss: 10.5903 - mean_absolute_error: 2.47934364/4840 [==========================>...] - ETA: 0s - loss: 10.5878 - mean_absolute_error: 2.47904410/4840 [==========================>...] - ETA: 0s - loss: 10.5914 - mean_absolute_error: 2.47944455/4840 [==========================>...] - ETA: 0s - loss: 10.5901 - mean_absolute_error: 2.47904501/4840 [==========================>...] - ETA: 0s - loss: 10.5838 - mean_absolute_error: 2.47804547/4840 [===========================>..] - ETA: 0s - loss: 10.5872 - mean_absolute_error: 2.47814594/4840 [===========================>..] - ETA: 0s - loss: 10.5885 - mean_absolute_error: 2.47784640/4840 [===========================>..] - ETA: 0s - loss: 10.5925 - mean_absolute_error: 2.47854685/4840 [============================>.] - ETA: 0s - loss: 10.5901 - mean_absolute_error: 2.47814731/4840 [============================>.] - ETA: 0s - loss: 10.6018 - mean_absolute_error: 2.47974777/4840 [============================>.] - ETA: 0s - loss: 10.5986 - mean_absolute_error: 2.47924823/4840 [============================>.] - ETA: 0s - loss: 10.6023 - mean_absolute_error: 2.47954840/4840 [==============================] - 6s 1ms/step - loss: 10.6045 - mean_absolute_error: 2.4797 - val_loss: 11.4976 - val_mean_absolute_error: 2.5860
Epoch 22/100
1/4840 [..............................] - ETA: 4s - loss: 11.2085 - mean_absolute_error: 2.6011 46/4840 [..............................] - ETA: 5s - loss: 10.7294 - mean_absolute_error: 2.4923 89/4840 [..............................] - ETA: 5s - loss: 10.8240 - mean_absolute_error: 2.5136 135/4840 [..............................] - ETA: 5s - loss: 10.5099 - mean_absolute_error: 2.4764 182/4840 [>.............................] - ETA: 5s - loss: 10.4194 - mean_absolute_error: 2.4648 228/4840 [>.............................] - ETA: 5s - loss: 10.4896 - mean_absolute_error: 2.4749 274/4840 [>.............................] - ETA: 5s - loss: 10.3995 - mean_absolute_error: 2.4610 319/4840 [>.............................] - ETA: 5s - loss: 10.4301 - mean_absolute_error: 2.4575 364/4840 [=>............................] - ETA: 4s - loss: 10.4067 - mean_absolute_error: 2.4556 411/4840 [=>............................] - ETA: 4s - loss: 10.4392 - mean_absolute_error: 2.4603 456/4840 [=>............................] - ETA: 4s - loss: 10.4384 - mean_absolute_error: 2.4585 503/4840 [==>...........................] - ETA: 4s - loss: 10.4500 - mean_absolute_error: 2.4587 549/4840 [==>...........................] - ETA: 4s - loss: 10.4812 - mean_absolute_error: 2.4639 594/4840 [==>...........................] - ETA: 4s - loss: 10.4920 - mean_absolute_error: 2.4648 640/4840 [==>...........................] - ETA: 4s - loss: 10.4910 - mean_absolute_error: 2.4647 686/4840 [===>..........................] - ETA: 4s - loss: 10.4911 - mean_absolute_error: 2.4663 731/4840 [===>..........................] - ETA: 4s - loss: 10.5120 - mean_absolute_error: 2.4678 777/4840 [===>..........................] - ETA: 4s - loss: 10.5169 - mean_absolute_error: 2.4676 824/4840 [====>.........................] - ETA: 4s - loss: 10.5267 - mean_absolute_error: 2.4670 869/4840 [====>.........................] - ETA: 4s - loss: 10.5158 - mean_absolute_error: 2.4660 916/4840 [====>.........................] - ETA: 4s - loss: 10.5292 - 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mean_absolute_error: 2.46221923/4840 [==========>...................] - ETA: 3s - loss: 10.4627 - mean_absolute_error: 2.46261969/4840 [===========>..................] - ETA: 3s - loss: 10.4760 - mean_absolute_error: 2.46442014/4840 [===========>..................] - ETA: 3s - loss: 10.5119 - mean_absolute_error: 2.46882059/4840 [===========>..................] - ETA: 3s - loss: 10.5138 - mean_absolute_error: 2.46902105/4840 [============>.................] - ETA: 3s - loss: 10.5159 - mean_absolute_error: 2.46992151/4840 [============>.................] - ETA: 2s - loss: 10.5149 - mean_absolute_error: 2.46952198/4840 [============>.................] - ETA: 2s - loss: 10.5219 - mean_absolute_error: 2.47002244/4840 [============>.................] - ETA: 2s - loss: 10.5339 - mean_absolute_error: 2.47162289/4840 [=============>................] - ETA: 2s - loss: 10.5352 - mean_absolute_error: 2.47122334/4840 [=============>................] - ETA: 2s - loss: 10.5303 - mean_absolute_error: 2.46992381/4840 [=============>................] - ETA: 2s - loss: 10.5323 - mean_absolute_error: 2.47022427/4840 [==============>...............] - ETA: 2s - loss: 10.5311 - mean_absolute_error: 2.47012474/4840 [==============>...............] - ETA: 2s - loss: 10.5315 - mean_absolute_error: 2.47022521/4840 [==============>...............] - ETA: 2s - loss: 10.5392 - mean_absolute_error: 2.47112566/4840 [==============>...............] - ETA: 2s - loss: 10.5438 - mean_absolute_error: 2.47222611/4840 [===============>..............] - ETA: 2s - loss: 10.5361 - mean_absolute_error: 2.47102657/4840 [===============>..............] - ETA: 2s - loss: 10.5504 - mean_absolute_error: 2.47332702/4840 [===============>..............] - ETA: 2s - loss: 10.5480 - mean_absolute_error: 2.47292748/4840 [================>.............] - ETA: 2s - loss: 10.5451 - mean_absolute_error: 2.47252794/4840 [================>.............] - ETA: 2s - loss: 10.5444 - mean_absolute_error: 2.47242837/4840 [================>.............] - ETA: 2s - loss: 10.5380 - mean_absolute_error: 2.47162880/4840 [================>.............] - ETA: 2s - loss: 10.5278 - mean_absolute_error: 2.47002926/4840 [=================>............] - ETA: 2s - loss: 10.5197 - mean_absolute_error: 2.46862970/4840 [=================>............] - ETA: 2s - loss: 10.5137 - mean_absolute_error: 2.46813014/4840 [=================>............] - ETA: 2s - loss: 10.5148 - mean_absolute_error: 2.46793060/4840 [=================>............] - ETA: 1s - loss: 10.5266 - mean_absolute_error: 2.46923106/4840 [==================>...........] - ETA: 1s - loss: 10.5292 - mean_absolute_error: 2.46943151/4840 [==================>...........] - ETA: 1s - loss: 10.5255 - mean_absolute_error: 2.46873198/4840 [==================>...........] - ETA: 1s - loss: 10.5242 - mean_absolute_error: 2.46873244/4840 [===================>..........] - ETA: 1s - loss: 10.5182 - mean_absolute_error: 2.46783289/4840 [===================>..........] - ETA: 1s - loss: 10.5226 - mean_absolute_error: 2.46853336/4840 [===================>..........] - 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mean_absolute_error: 2.47213839/4840 [======================>.......] - ETA: 1s - loss: 10.5505 - mean_absolute_error: 2.47253885/4840 [=======================>......] - ETA: 1s - loss: 10.5494 - mean_absolute_error: 2.47233931/4840 [=======================>......] - ETA: 1s - loss: 10.5585 - mean_absolute_error: 2.47343977/4840 [=======================>......] - ETA: 0s - loss: 10.5629 - mean_absolute_error: 2.47434023/4840 [=======================>......] - ETA: 0s - loss: 10.5596 - mean_absolute_error: 2.47394069/4840 [========================>.....] - ETA: 0s - loss: 10.5677 - mean_absolute_error: 2.47484114/4840 [========================>.....] - ETA: 0s - loss: 10.5686 - mean_absolute_error: 2.47484160/4840 [========================>.....] - ETA: 0s - loss: 10.5638 - mean_absolute_error: 2.47434205/4840 [=========================>....] - ETA: 0s - loss: 10.5709 - mean_absolute_error: 2.47534252/4840 [=========================>....] - ETA: 0s - loss: 10.5689 - mean_absolute_error: 2.47504298/4840 [=========================>....] - ETA: 0s - loss: 10.5678 - mean_absolute_error: 2.47514344/4840 [=========================>....] - ETA: 0s - loss: 10.5798 - mean_absolute_error: 2.47644388/4840 [==========================>...] - ETA: 0s - loss: 10.5776 - mean_absolute_error: 2.47594434/4840 [==========================>...] - ETA: 0s - loss: 10.5775 - mean_absolute_error: 2.47604480/4840 [==========================>...] - ETA: 0s - loss: 10.5740 - mean_absolute_error: 2.47574526/4840 [===========================>..] - ETA: 0s - loss: 10.5723 - mean_absolute_error: 2.47534572/4840 [===========================>..] - ETA: 0s - loss: 10.5745 - mean_absolute_error: 2.47584617/4840 [===========================>..] - ETA: 0s - loss: 10.5711 - mean_absolute_error: 2.47534661/4840 [===========================>..] - ETA: 0s - loss: 10.5713 - mean_absolute_error: 2.47524705/4840 [============================>.] - ETA: 0s - loss: 10.5717 - mean_absolute_error: 2.47504750/4840 [============================>.] - ETA: 0s - loss: 10.5781 - mean_absolute_error: 2.47584796/4840 [============================>.] - ETA: 0s - loss: 10.5799 - mean_absolute_error: 2.47634840/4840 [==============================] - 6s 1ms/step - loss: 10.5850 - mean_absolute_error: 2.4768 - val_loss: 11.4891 - val_mean_absolute_error: 2.5843
Epoch 23/100
1/4840 [..............................] - ETA: 9s - loss: 15.2598 - mean_absolute_error: 3.1683 46/4840 [..............................] - ETA: 5s - loss: 10.6969 - mean_absolute_error: 2.4904 91/4840 [..............................] - ETA: 5s - loss: 10.5912 - mean_absolute_error: 2.4800 137/4840 [..............................] - ETA: 5s - loss: 10.4935 - mean_absolute_error: 2.4774 183/4840 [>.............................] - ETA: 5s - loss: 10.4125 - mean_absolute_error: 2.4610 230/4840 [>.............................] - ETA: 5s - loss: 10.4802 - mean_absolute_error: 2.4683 276/4840 [>.............................] - ETA: 5s - loss: 10.4330 - mean_absolute_error: 2.4625 322/4840 [>.............................] - ETA: 4s - loss: 10.4264 - mean_absolute_error: 2.4600 367/4840 [=>............................] - ETA: 4s - loss: 10.5077 - mean_absolute_error: 2.4681 412/4840 [=>............................] - ETA: 4s - loss: 10.5392 - mean_absolute_error: 2.4689 458/4840 [=>............................] - ETA: 4s - loss: 10.4906 - mean_absolute_error: 2.4620 504/4840 [==>...........................] - ETA: 4s - loss: 10.4515 - mean_absolute_error: 2.4581 550/4840 [==>...........................] - ETA: 4s - loss: 10.4551 - mean_absolute_error: 2.4563 597/4840 [==>...........................] - ETA: 4s - loss: 10.4774 - mean_absolute_error: 2.4612 643/4840 [==>...........................] - ETA: 4s - loss: 10.4553 - mean_absolute_error: 2.4582 688/4840 [===>..........................] - ETA: 4s - loss: 10.4657 - mean_absolute_error: 2.4602 734/4840 [===>..........................] - ETA: 4s - loss: 10.4568 - mean_absolute_error: 2.4587 778/4840 [===>..........................] - ETA: 4s - loss: 10.4541 - mean_absolute_error: 2.4573 824/4840 [====>.........................] - ETA: 4s - loss: 10.4828 - mean_absolute_error: 2.4614 870/4840 [====>.........................] - ETA: 4s - loss: 10.5127 - mean_absolute_error: 2.4670 915/4840 [====>.........................] - ETA: 4s - loss: 10.5114 - mean_absolute_error: 2.4663 961/4840 [====>.........................] - ETA: 4s - loss: 10.5232 - mean_absolute_error: 2.46781007/4840 [=====>........................] - ETA: 4s - loss: 10.5401 - mean_absolute_error: 2.47001053/4840 [=====>........................] - ETA: 4s - loss: 10.5417 - mean_absolute_error: 2.47041099/4840 [=====>........................] - ETA: 4s - loss: 10.5393 - mean_absolute_error: 2.47061145/4840 [======>.......................] - ETA: 4s - loss: 10.5421 - mean_absolute_error: 2.47201191/4840 [======>.......................] - ETA: 4s - loss: 10.5135 - mean_absolute_error: 2.46711237/4840 [======>.......................] - ETA: 3s - loss: 10.5263 - mean_absolute_error: 2.46931283/4840 [======>.......................] - ETA: 3s - loss: 10.5192 - mean_absolute_error: 2.46781328/4840 [=======>......................] - ETA: 3s - loss: 10.5410 - mean_absolute_error: 2.47061375/4840 [=======>......................] - ETA: 3s - loss: 10.5171 - mean_absolute_error: 2.46781419/4840 [=======>......................] - 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mean_absolute_error: 2.46991920/4840 [==========>...................] - ETA: 3s - loss: 10.5394 - mean_absolute_error: 2.47201966/4840 [===========>..................] - ETA: 3s - loss: 10.5351 - mean_absolute_error: 2.47192012/4840 [===========>..................] - ETA: 3s - loss: 10.5429 - mean_absolute_error: 2.47312057/4840 [===========>..................] - ETA: 3s - loss: 10.5346 - mean_absolute_error: 2.47192103/4840 [============>.................] - ETA: 3s - loss: 10.5351 - mean_absolute_error: 2.47192148/4840 [============>.................] - ETA: 2s - loss: 10.5308 - mean_absolute_error: 2.47162194/4840 [============>.................] - ETA: 2s - loss: 10.5326 - mean_absolute_error: 2.47202237/4840 [============>.................] - ETA: 2s - loss: 10.5295 - mean_absolute_error: 2.47172283/4840 [=============>................] - ETA: 2s - loss: 10.5337 - mean_absolute_error: 2.47192327/4840 [=============>................] - ETA: 2s - loss: 10.5440 - mean_absolute_error: 2.47372374/4840 [=============>................] - 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mean_absolute_error: 2.47713835/4840 [======================>.......] - ETA: 1s - loss: 10.5797 - mean_absolute_error: 2.47653881/4840 [=======================>......] - ETA: 1s - loss: 10.5856 - mean_absolute_error: 2.47713927/4840 [=======================>......] - ETA: 1s - loss: 10.5834 - mean_absolute_error: 2.47693973/4840 [=======================>......] - ETA: 0s - loss: 10.5842 - mean_absolute_error: 2.47704019/4840 [=======================>......] - ETA: 0s - loss: 10.5851 - mean_absolute_error: 2.47694064/4840 [========================>.....] - ETA: 0s - loss: 10.5789 - mean_absolute_error: 2.47624111/4840 [========================>.....] - ETA: 0s - loss: 10.5807 - mean_absolute_error: 2.47634158/4840 [========================>.....] - ETA: 0s - loss: 10.5844 - mean_absolute_error: 2.47654204/4840 [=========================>....] - ETA: 0s - loss: 10.5930 - mean_absolute_error: 2.47774250/4840 [=========================>....] - ETA: 0s - loss: 10.5923 - mean_absolute_error: 2.47784295/4840 [=========================>....] - 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mean_absolute_error: 2.47374800/4840 [============================>.] - ETA: 0s - loss: 10.5618 - mean_absolute_error: 2.47404840/4840 [==============================] - 6s 1ms/step - loss: 10.5689 - mean_absolute_error: 2.4752 - val_loss: 11.4816 - val_mean_absolute_error: 2.5832
Epoch 24/100
1/4840 [..............................] - ETA: 9s - loss: 7.9226 - mean_absolute_error: 2.1740 47/4840 [..............................] - ETA: 5s - loss: 10.3479 - mean_absolute_error: 2.4442 92/4840 [..............................] - ETA: 5s - loss: 10.2488 - mean_absolute_error: 2.4488 138/4840 [..............................] - ETA: 5s - loss: 10.4314 - mean_absolute_error: 2.4698 185/4840 [>.............................] - ETA: 5s - loss: 10.4224 - mean_absolute_error: 2.4701 231/4840 [>.............................] - ETA: 5s - loss: 10.3381 - mean_absolute_error: 2.4562 276/4840 [>.............................] - ETA: 5s - loss: 10.3879 - mean_absolute_error: 2.4636 322/4840 [>.............................] - ETA: 4s - loss: 10.3963 - mean_absolute_error: 2.4599 368/4840 [=>............................] - ETA: 4s - loss: 10.3786 - mean_absolute_error: 2.4544 414/4840 [=>............................] - ETA: 4s - loss: 10.3905 - mean_absolute_error: 2.4569 459/4840 [=>............................] - 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ETA: 0s - loss: 10.5304 - mean_absolute_error: 2.46844344/4840 [=========================>....] - ETA: 0s - loss: 10.5357 - mean_absolute_error: 2.46904391/4840 [==========================>...] - ETA: 0s - loss: 10.5491 - mean_absolute_error: 2.47094437/4840 [==========================>...] - ETA: 0s - loss: 10.5509 - mean_absolute_error: 2.47124483/4840 [==========================>...] - ETA: 0s - loss: 10.5515 - mean_absolute_error: 2.47124525/4840 [===========================>..] - ETA: 0s - loss: 10.5494 - mean_absolute_error: 2.47094569/4840 [===========================>..] - ETA: 0s - loss: 10.5495 - mean_absolute_error: 2.47084615/4840 [===========================>..] - ETA: 0s - loss: 10.5450 - mean_absolute_error: 2.47044661/4840 [===========================>..] - ETA: 0s - loss: 10.5506 - mean_absolute_error: 2.47104708/4840 [============================>.] - ETA: 0s - loss: 10.5545 - mean_absolute_error: 2.47184754/4840 [============================>.] - ETA: 0s - loss: 10.5503 - mean_absolute_error: 2.47104799/4840 [============================>.] - ETA: 0s - loss: 10.5552 - mean_absolute_error: 2.47164840/4840 [==============================] - 6s 1ms/step - loss: 10.5566 - mean_absolute_error: 2.4716 - val_loss: 11.4772 - val_mean_absolute_error: 2.5826
Epoch 25/100
1/4840 [..............................] - ETA: 4s - loss: 6.2717 - mean_absolute_error: 2.0171 46/4840 [..............................] - ETA: 5s - loss: 10.3131 - mean_absolute_error: 2.4682 91/4840 [..............................] - ETA: 5s - loss: 10.7063 - mean_absolute_error: 2.4992 138/4840 [..............................] - ETA: 5s - loss: 10.7516 - mean_absolute_error: 2.4992 183/4840 [>.............................] - ETA: 5s - loss: 10.6478 - mean_absolute_error: 2.4853 228/4840 [>.............................] - ETA: 5s - loss: 10.6178 - mean_absolute_error: 2.4801 273/4840 [>.............................] - ETA: 5s - loss: 10.6242 - mean_absolute_error: 2.4849 317/4840 [>.............................] - ETA: 5s - loss: 10.6598 - mean_absolute_error: 2.4849 362/4840 [=>............................] - ETA: 5s - loss: 10.6159 - mean_absolute_error: 2.4799 407/4840 [=>............................] - ETA: 4s - loss: 10.5736 - mean_absolute_error: 2.4747 454/4840 [=>............................] - 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mean_absolute_error: 2.47081921/4840 [==========>...................] - ETA: 3s - loss: 10.5379 - mean_absolute_error: 2.47021966/4840 [===========>..................] - ETA: 3s - loss: 10.5298 - mean_absolute_error: 2.46922013/4840 [===========>..................] - ETA: 3s - loss: 10.5280 - mean_absolute_error: 2.46942059/4840 [===========>..................] - ETA: 3s - loss: 10.5225 - mean_absolute_error: 2.46882104/4840 [============>.................] - ETA: 3s - loss: 10.5186 - mean_absolute_error: 2.46822149/4840 [============>.................] - ETA: 2s - loss: 10.5174 - mean_absolute_error: 2.46842193/4840 [============>.................] - ETA: 2s - loss: 10.5248 - mean_absolute_error: 2.46932236/4840 [============>.................] - ETA: 2s - loss: 10.5283 - mean_absolute_error: 2.46942281/4840 [=============>................] - ETA: 2s - loss: 10.5217 - mean_absolute_error: 2.46872327/4840 [=============>................] - ETA: 2s - loss: 10.5235 - mean_absolute_error: 2.46842374/4840 [=============>................] - 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mean_absolute_error: 2.46633848/4840 [======================>.......] - ETA: 1s - loss: 10.5231 - mean_absolute_error: 2.46793894/4840 [=======================>......] - ETA: 1s - loss: 10.5167 - mean_absolute_error: 2.46693940/4840 [=======================>......] - ETA: 0s - loss: 10.5296 - mean_absolute_error: 2.46863986/4840 [=======================>......] - ETA: 0s - loss: 10.5296 - mean_absolute_error: 2.46854031/4840 [=======================>......] - ETA: 0s - loss: 10.5345 - mean_absolute_error: 2.46924075/4840 [========================>.....] - ETA: 0s - loss: 10.5344 - mean_absolute_error: 2.46924120/4840 [========================>.....] - ETA: 0s - loss: 10.5266 - mean_absolute_error: 2.46834166/4840 [========================>.....] - ETA: 0s - loss: 10.5250 - mean_absolute_error: 2.46844212/4840 [=========================>....] - ETA: 0s - loss: 10.5261 - mean_absolute_error: 2.46874258/4840 [=========================>....] - ETA: 0s - loss: 10.5259 - mean_absolute_error: 2.46904303/4840 [=========================>....] - 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mean_absolute_error: 2.47084809/4840 [============================>.] - ETA: 0s - loss: 10.5432 - mean_absolute_error: 2.47064840/4840 [==============================] - 6s 1ms/step - loss: 10.5468 - mean_absolute_error: 2.4711 - val_loss: 11.4729 - val_mean_absolute_error: 2.5823
Epoch 26/100
1/4840 [..............................] - ETA: 9s - loss: 11.9578 - mean_absolute_error: 2.7328 47/4840 [..............................] - ETA: 5s - loss: 10.0942 - mean_absolute_error: 2.3989 93/4840 [..............................] - ETA: 5s - loss: 10.4081 - mean_absolute_error: 2.4470 138/4840 [..............................] - ETA: 5s - loss: 10.4976 - mean_absolute_error: 2.4637 184/4840 [>.............................] - ETA: 5s - loss: 10.4920 - mean_absolute_error: 2.4660 230/4840 [>.............................] - ETA: 5s - loss: 10.3140 - mean_absolute_error: 2.4484 274/4840 [>.............................] - ETA: 5s - loss: 10.1396 - mean_absolute_error: 2.4308 320/4840 [>.............................] - ETA: 4s - loss: 10.2296 - mean_absolute_error: 2.4416 366/4840 [=>............................] - ETA: 4s - loss: 10.2529 - mean_absolute_error: 2.4416 414/4840 [=>............................] - ETA: 4s - loss: 10.2762 - mean_absolute_error: 2.4456 460/4840 [=>............................] - 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mean_absolute_error: 2.46753847/4840 [======================>.......] - ETA: 1s - loss: 10.5226 - mean_absolute_error: 2.46823891/4840 [=======================>......] - ETA: 1s - loss: 10.5279 - mean_absolute_error: 2.46913937/4840 [=======================>......] - ETA: 0s - loss: 10.5209 - mean_absolute_error: 2.46813984/4840 [=======================>......] - ETA: 0s - loss: 10.5227 - mean_absolute_error: 2.46814029/4840 [=======================>......] - ETA: 0s - loss: 10.5296 - mean_absolute_error: 2.46894075/4840 [========================>.....] - ETA: 0s - loss: 10.5206 - mean_absolute_error: 2.46754119/4840 [========================>.....] - ETA: 0s - loss: 10.5229 - mean_absolute_error: 2.46784164/4840 [========================>.....] - ETA: 0s - loss: 10.5308 - mean_absolute_error: 2.46874211/4840 [=========================>....] - ETA: 0s - loss: 10.5296 - mean_absolute_error: 2.46874256/4840 [=========================>....] - ETA: 0s - loss: 10.5326 - mean_absolute_error: 2.46914299/4840 [=========================>....] - ETA: 0s - loss: 10.5342 - mean_absolute_error: 2.46944346/4840 [=========================>....] - ETA: 0s - loss: 10.5306 - mean_absolute_error: 2.46944391/4840 [==========================>...] - ETA: 0s - loss: 10.5317 - mean_absolute_error: 2.46914435/4840 [==========================>...] - ETA: 0s - loss: 10.5306 - mean_absolute_error: 2.46894481/4840 [==========================>...] - ETA: 0s - loss: 10.5306 - mean_absolute_error: 2.46874523/4840 [===========================>..] - ETA: 0s - loss: 10.5298 - mean_absolute_error: 2.46874569/4840 [===========================>..] - ETA: 0s - loss: 10.5320 - mean_absolute_error: 2.46894615/4840 [===========================>..] - ETA: 0s - loss: 10.5321 - mean_absolute_error: 2.46904661/4840 [===========================>..] - ETA: 0s - loss: 10.5275 - mean_absolute_error: 2.46834706/4840 [============================>.] - ETA: 0s - loss: 10.5376 - mean_absolute_error: 2.46954751/4840 [============================>.] - ETA: 0s - loss: 10.5336 - mean_absolute_error: 2.46884798/4840 [============================>.] - ETA: 0s - loss: 10.5378 - mean_absolute_error: 2.47004840/4840 [==============================] - 6s 1ms/step - loss: 10.5392 - mean_absolute_error: 2.4699 - val_loss: 11.4743 - val_mean_absolute_error: 2.5819
Epoch 27/100
1/4840 [..............................] - ETA: 9s - loss: 6.3558 - mean_absolute_error: 1.8843 46/4840 [..............................] - ETA: 5s - loss: 10.8827 - mean_absolute_error: 2.5273 92/4840 [..............................] - ETA: 5s - loss: 10.5113 - mean_absolute_error: 2.4806 136/4840 [..............................] - ETA: 5s - loss: 10.4148 - mean_absolute_error: 2.4672 183/4840 [>.............................] - ETA: 5s - loss: 10.3198 - mean_absolute_error: 2.4502 228/4840 [>.............................] - ETA: 5s - loss: 10.3746 - mean_absolute_error: 2.4545 273/4840 [>.............................] - ETA: 5s - loss: 10.3706 - mean_absolute_error: 2.4554 318/4840 [>.............................] - ETA: 5s - loss: 10.4018 - mean_absolute_error: 2.4583 360/4840 [=>............................] - ETA: 5s - loss: 10.4013 - mean_absolute_error: 2.4598 405/4840 [=>............................] - ETA: 5s - loss: 10.4447 - mean_absolute_error: 2.4639 451/4840 [=>............................] - 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mean_absolute_error: 2.47531919/4840 [==========>...................] - ETA: 3s - loss: 10.5682 - mean_absolute_error: 2.47531964/4840 [===========>..................] - ETA: 3s - loss: 10.5771 - mean_absolute_error: 2.47532011/4840 [===========>..................] - ETA: 3s - loss: 10.5765 - mean_absolute_error: 2.47532057/4840 [===========>..................] - ETA: 3s - loss: 10.5716 - mean_absolute_error: 2.47502103/4840 [============>.................] - ETA: 3s - loss: 10.5834 - mean_absolute_error: 2.47632148/4840 [============>.................] - ETA: 2s - loss: 10.5904 - mean_absolute_error: 2.47702191/4840 [============>.................] - ETA: 2s - loss: 10.5809 - mean_absolute_error: 2.47622238/4840 [============>.................] - ETA: 2s - loss: 10.5741 - mean_absolute_error: 2.47512284/4840 [=============>................] - ETA: 2s - loss: 10.5788 - mean_absolute_error: 2.47532331/4840 [=============>................] - ETA: 2s - loss: 10.5930 - mean_absolute_error: 2.47682377/4840 [=============>................] - 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mean_absolute_error: 2.47052880/4840 [================>.............] - ETA: 2s - loss: 10.5410 - mean_absolute_error: 2.46962927/4840 [=================>............] - ETA: 2s - loss: 10.5366 - mean_absolute_error: 2.46912972/4840 [=================>............] - ETA: 2s - loss: 10.5282 - mean_absolute_error: 2.46833017/4840 [=================>............] - ETA: 2s - loss: 10.5376 - mean_absolute_error: 2.46953062/4840 [=================>............] - ETA: 1s - loss: 10.5404 - mean_absolute_error: 2.46943106/4840 [==================>...........] - ETA: 1s - loss: 10.5307 - mean_absolute_error: 2.46763154/4840 [==================>...........] - ETA: 1s - loss: 10.5273 - mean_absolute_error: 2.46713200/4840 [==================>...........] - ETA: 1s - loss: 10.5321 - mean_absolute_error: 2.46733246/4840 [===================>..........] - ETA: 1s - loss: 10.5225 - mean_absolute_error: 2.46583292/4840 [===================>..........] - ETA: 1s - loss: 10.5177 - mean_absolute_error: 2.46543337/4840 [===================>..........] - 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mean_absolute_error: 2.46903840/4840 [======================>.......] - ETA: 1s - loss: 10.5313 - mean_absolute_error: 2.46873886/4840 [=======================>......] - ETA: 1s - loss: 10.5355 - mean_absolute_error: 2.46923933/4840 [=======================>......] - ETA: 1s - loss: 10.5268 - mean_absolute_error: 2.46823979/4840 [=======================>......] - ETA: 0s - loss: 10.5241 - mean_absolute_error: 2.46774023/4840 [=======================>......] - ETA: 0s - loss: 10.5256 - mean_absolute_error: 2.46804070/4840 [========================>.....] - ETA: 0s - loss: 10.5223 - mean_absolute_error: 2.46764118/4840 [========================>.....] - ETA: 0s - loss: 10.5158 - mean_absolute_error: 2.46684164/4840 [========================>.....] - ETA: 0s - loss: 10.5185 - mean_absolute_error: 2.46724209/4840 [=========================>....] - ETA: 0s - loss: 10.5167 - mean_absolute_error: 2.46674255/4840 [=========================>....] - ETA: 0s - loss: 10.5140 - mean_absolute_error: 2.46624301/4840 [=========================>....] - 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mean_absolute_error: 2.46974802/4840 [============================>.] - ETA: 0s - loss: 10.5359 - mean_absolute_error: 2.46994840/4840 [==============================] - 6s 1ms/step - loss: 10.5320 - mean_absolute_error: 2.4693 - val_loss: 11.4706 - val_mean_absolute_error: 2.5816
Epoch 28/100
1/4840 [..............................] - ETA: 9s - loss: 9.4778 - mean_absolute_error: 2.5163 47/4840 [..............................] - ETA: 5s - loss: 11.0155 - mean_absolute_error: 2.5208 94/4840 [..............................] - ETA: 5s - loss: 10.6251 - mean_absolute_error: 2.4780 141/4840 [..............................] - ETA: 5s - loss: 10.7249 - mean_absolute_error: 2.4935 187/4840 [>.............................] - ETA: 5s - loss: 10.6692 - mean_absolute_error: 2.4908 233/4840 [>.............................] - ETA: 5s - loss: 10.6230 - mean_absolute_error: 2.4891 278/4840 [>.............................] - ETA: 5s - loss: 10.5399 - mean_absolute_error: 2.4743 325/4840 [=>............................] - ETA: 4s - loss: 10.4928 - mean_absolute_error: 2.4671 371/4840 [=>............................] - ETA: 4s - loss: 10.4837 - mean_absolute_error: 2.4653 418/4840 [=>............................] - ETA: 4s - loss: 10.4809 - mean_absolute_error: 2.4637 464/4840 [=>............................] - 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mean_absolute_error: 2.46794808/4840 [============================>.] - ETA: 0s - loss: 10.5269 - mean_absolute_error: 2.46834840/4840 [==============================] - 6s 1ms/step - loss: 10.5269 - mean_absolute_error: 2.4684 - val_loss: 11.4713 - val_mean_absolute_error: 2.5816
Epoch 29/100
1/4840 [..............................] - ETA: 9s - loss: 10.9656 - mean_absolute_error: 2.5558 47/4840 [..............................] - ETA: 5s - loss: 10.9900 - mean_absolute_error: 2.5207 93/4840 [..............................] - ETA: 5s - loss: 10.7941 - mean_absolute_error: 2.4976 139/4840 [..............................] - ETA: 5s - loss: 10.9553 - mean_absolute_error: 2.5183 185/4840 [>.............................] - ETA: 5s - loss: 10.9593 - mean_absolute_error: 2.5216 230/4840 [>.............................] - ETA: 5s - loss: 10.7803 - mean_absolute_error: 2.4999 276/4840 [>.............................] - ETA: 5s - loss: 10.8394 - mean_absolute_error: 2.5038 320/4840 [>.............................] - ETA: 5s - loss: 10.8646 - mean_absolute_error: 2.5007 366/4840 [=>............................] - ETA: 4s - loss: 10.8002 - mean_absolute_error: 2.4938 412/4840 [=>............................] - ETA: 4s - loss: 10.8561 - mean_absolute_error: 2.5016 458/4840 [=>............................] - 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mean_absolute_error: 2.46881927/4840 [==========>...................] - ETA: 3s - loss: 10.5332 - mean_absolute_error: 2.46761973/4840 [===========>..................] - ETA: 3s - loss: 10.5437 - mean_absolute_error: 2.46892019/4840 [===========>..................] - ETA: 3s - loss: 10.5492 - mean_absolute_error: 2.46942065/4840 [===========>..................] - ETA: 3s - loss: 10.5531 - mean_absolute_error: 2.46982111/4840 [============>.................] - ETA: 3s - loss: 10.5350 - mean_absolute_error: 2.46802156/4840 [============>.................] - ETA: 2s - loss: 10.5337 - mean_absolute_error: 2.46882200/4840 [============>.................] - ETA: 2s - loss: 10.5330 - mean_absolute_error: 2.46892246/4840 [============>.................] - ETA: 2s - loss: 10.5199 - mean_absolute_error: 2.46752292/4840 [=============>................] - ETA: 2s - loss: 10.5249 - mean_absolute_error: 2.46812338/4840 [=============>................] - ETA: 2s - loss: 10.5194 - mean_absolute_error: 2.46752384/4840 [=============>................] - 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mean_absolute_error: 2.46493830/4840 [======================>.......] - ETA: 1s - loss: 10.4888 - mean_absolute_error: 2.46473877/4840 [=======================>......] - ETA: 1s - loss: 10.4788 - mean_absolute_error: 2.46293922/4840 [=======================>......] - ETA: 1s - loss: 10.4797 - mean_absolute_error: 2.46333969/4840 [=======================>......] - ETA: 0s - loss: 10.4822 - mean_absolute_error: 2.46344014/4840 [=======================>......] - ETA: 0s - loss: 10.4813 - mean_absolute_error: 2.46334060/4840 [========================>.....] - ETA: 0s - loss: 10.4849 - mean_absolute_error: 2.46374106/4840 [========================>.....] - ETA: 0s - loss: 10.4773 - mean_absolute_error: 2.46294151/4840 [========================>.....] - ETA: 0s - loss: 10.4860 - mean_absolute_error: 2.46414197/4840 [=========================>....] - ETA: 0s - loss: 10.4938 - mean_absolute_error: 2.46494243/4840 [=========================>....] - ETA: 0s - loss: 10.4898 - mean_absolute_error: 2.46444288/4840 [=========================>....] - ETA: 0s - loss: 10.4924 - mean_absolute_error: 2.46474334/4840 [=========================>....] - ETA: 0s - loss: 10.4951 - mean_absolute_error: 2.46454381/4840 [==========================>...] - ETA: 0s - loss: 10.4946 - mean_absolute_error: 2.46444425/4840 [==========================>...] - ETA: 0s - loss: 10.4992 - mean_absolute_error: 2.46494471/4840 [==========================>...] - ETA: 0s - loss: 10.5033 - mean_absolute_error: 2.46544517/4840 [==========================>...] - ETA: 0s - loss: 10.5015 - mean_absolute_error: 2.46514562/4840 [===========================>..] - ETA: 0s - loss: 10.5061 - mean_absolute_error: 2.46584608/4840 [===========================>..] - ETA: 0s - loss: 10.5133 - mean_absolute_error: 2.46644653/4840 [===========================>..] - ETA: 0s - loss: 10.5214 - mean_absolute_error: 2.46764698/4840 [============================>.] - ETA: 0s - loss: 10.5240 - mean_absolute_error: 2.46794744/4840 [============================>.] - ETA: 0s - loss: 10.5261 - mean_absolute_error: 2.46804789/4840 [============================>.] - ETA: 0s - loss: 10.5195 - mean_absolute_error: 2.46724833/4840 [============================>.] - ETA: 0s - loss: 10.5227 - mean_absolute_error: 2.46764840/4840 [==============================] - 6s 1ms/step - loss: 10.5232 - mean_absolute_error: 2.4676 - val_loss: 11.4680 - val_mean_absolute_error: 2.5799
Epoch 30/100
1/4840 [..............................] - ETA: 9s - loss: 11.1913 - mean_absolute_error: 2.5945 47/4840 [..............................] - ETA: 5s - loss: 10.2548 - mean_absolute_error: 2.4208 92/4840 [..............................] - ETA: 5s - loss: 10.0792 - mean_absolute_error: 2.4158 139/4840 [..............................] - ETA: 5s - loss: 10.2530 - mean_absolute_error: 2.4337 185/4840 [>.............................] - ETA: 5s - loss: 10.2406 - mean_absolute_error: 2.4370 231/4840 [>.............................] - ETA: 5s - loss: 10.3752 - mean_absolute_error: 2.4558 276/4840 [>.............................] - ETA: 5s - loss: 10.4078 - mean_absolute_error: 2.4577 323/4840 [=>............................] - ETA: 4s - loss: 10.4116 - mean_absolute_error: 2.4581 368/4840 [=>............................] - ETA: 4s - loss: 10.3221 - mean_absolute_error: 2.4471 414/4840 [=>............................] - ETA: 4s - loss: 10.3011 - mean_absolute_error: 2.4400 460/4840 [=>............................] - 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mean_absolute_error: 2.46584792/4840 [============================>.] - ETA: 0s - loss: 10.5193 - mean_absolute_error: 2.46624838/4840 [============================>.] - ETA: 0s - loss: 10.5208 - mean_absolute_error: 2.46614840/4840 [==============================] - 6s 1ms/step - loss: 10.5199 - mean_absolute_error: 2.4660 - val_loss: 11.4662 - val_mean_absolute_error: 2.5797
Epoch 31/100
1/4840 [..............................] - ETA: 9s - loss: 16.3469 - mean_absolute_error: 3.1282 47/4840 [..............................] - ETA: 5s - loss: 10.5033 - mean_absolute_error: 2.4604 94/4840 [..............................] - ETA: 5s - loss: 10.5300 - mean_absolute_error: 2.4619 139/4840 [..............................] - ETA: 5s - loss: 10.7094 - mean_absolute_error: 2.4852 184/4840 [>.............................] - ETA: 5s - loss: 10.4847 - mean_absolute_error: 2.4609 231/4840 [>.............................] - ETA: 5s - loss: 10.4307 - mean_absolute_error: 2.4548 275/4840 [>.............................] - ETA: 5s - loss: 10.3931 - mean_absolute_error: 2.4479 321/4840 [>.............................] - ETA: 5s - loss: 10.4085 - mean_absolute_error: 2.4501 366/4840 [=>............................] - ETA: 4s - loss: 10.3531 - mean_absolute_error: 2.4443 412/4840 [=>............................] - ETA: 4s - loss: 10.3127 - mean_absolute_error: 2.4395 457/4840 [=>............................] - 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mean_absolute_error: 2.46601926/4840 [==========>...................] - ETA: 3s - loss: 10.5107 - mean_absolute_error: 2.46561971/4840 [===========>..................] - ETA: 3s - loss: 10.4964 - mean_absolute_error: 2.46372017/4840 [===========>..................] - ETA: 3s - loss: 10.4900 - mean_absolute_error: 2.46282063/4840 [===========>..................] - ETA: 3s - loss: 10.4805 - mean_absolute_error: 2.46142109/4840 [============>.................] - ETA: 3s - loss: 10.4805 - mean_absolute_error: 2.46132154/4840 [============>.................] - ETA: 2s - loss: 10.4891 - mean_absolute_error: 2.46232200/4840 [============>.................] - ETA: 2s - loss: 10.4923 - mean_absolute_error: 2.46272246/4840 [============>.................] - ETA: 2s - loss: 10.4952 - mean_absolute_error: 2.46322292/4840 [=============>................] - ETA: 2s - loss: 10.4834 - mean_absolute_error: 2.46192338/4840 [=============>................] - ETA: 2s - loss: 10.4772 - mean_absolute_error: 2.46062383/4840 [=============>................] - 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mean_absolute_error: 2.46153844/4840 [======================>.......] - ETA: 1s - loss: 10.4915 - mean_absolute_error: 2.46073890/4840 [=======================>......] - ETA: 1s - loss: 10.4951 - mean_absolute_error: 2.46123936/4840 [=======================>......] - ETA: 0s - loss: 10.4936 - mean_absolute_error: 2.46093981/4840 [=======================>......] - ETA: 0s - loss: 10.4979 - mean_absolute_error: 2.46154025/4840 [=======================>......] - ETA: 0s - loss: 10.4962 - mean_absolute_error: 2.46144070/4840 [========================>.....] - ETA: 0s - loss: 10.4873 - mean_absolute_error: 2.46044116/4840 [========================>.....] - ETA: 0s - loss: 10.4852 - mean_absolute_error: 2.46014162/4840 [========================>.....] - ETA: 0s - loss: 10.4851 - mean_absolute_error: 2.46034208/4840 [=========================>....] - ETA: 0s - loss: 10.4846 - mean_absolute_error: 2.46054254/4840 [=========================>....] - ETA: 0s - loss: 10.4882 - mean_absolute_error: 2.46114299/4840 [=========================>....] - 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mean_absolute_error: 2.46414803/4840 [============================>.] - ETA: 0s - loss: 10.5136 - mean_absolute_error: 2.46474840/4840 [==============================] - 6s 1ms/step - loss: 10.5169 - mean_absolute_error: 2.4655 - val_loss: 11.4700 - val_mean_absolute_error: 2.5805
Epoch 32/100
1/4840 [..............................] - ETA: 4s - loss: 14.7043 - mean_absolute_error: 2.8647 46/4840 [..............................] - ETA: 5s - loss: 10.3542 - mean_absolute_error: 2.4479 92/4840 [..............................] - ETA: 5s - loss: 10.2305 - mean_absolute_error: 2.4544 139/4840 [..............................] - ETA: 5s - loss: 10.2011 - mean_absolute_error: 2.4501 184/4840 [>.............................] - ETA: 5s - loss: 10.2186 - mean_absolute_error: 2.4443 228/4840 [>.............................] - ETA: 5s - loss: 10.2933 - mean_absolute_error: 2.4526 273/4840 [>.............................] - ETA: 5s - loss: 10.3125 - mean_absolute_error: 2.4513 319/4840 [>.............................] - ETA: 5s - loss: 10.2359 - mean_absolute_error: 2.4417 366/4840 [=>............................] - ETA: 4s - loss: 10.2810 - mean_absolute_error: 2.4475 411/4840 [=>............................] - ETA: 4s - loss: 10.3493 - mean_absolute_error: 2.4539 456/4840 [=>............................] - 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ETA: 0s - loss: 10.4762 - mean_absolute_error: 2.45924350/4840 [=========================>....] - ETA: 0s - loss: 10.4794 - mean_absolute_error: 2.45984397/4840 [==========================>...] - ETA: 0s - loss: 10.4788 - mean_absolute_error: 2.45984442/4840 [==========================>...] - ETA: 0s - loss: 10.4852 - mean_absolute_error: 2.46064487/4840 [==========================>...] - ETA: 0s - loss: 10.4884 - mean_absolute_error: 2.46094532/4840 [===========================>..] - ETA: 0s - loss: 10.4865 - mean_absolute_error: 2.46084577/4840 [===========================>..] - ETA: 0s - loss: 10.4969 - mean_absolute_error: 2.46214623/4840 [===========================>..] - ETA: 0s - loss: 10.5010 - mean_absolute_error: 2.46304668/4840 [===========================>..] - ETA: 0s - loss: 10.5069 - mean_absolute_error: 2.46364713/4840 [============================>.] - ETA: 0s - loss: 10.5109 - mean_absolute_error: 2.46434759/4840 [============================>.] - ETA: 0s - loss: 10.5094 - mean_absolute_error: 2.46414804/4840 [============================>.] - ETA: 0s - loss: 10.5122 - mean_absolute_error: 2.46444840/4840 [==============================] - 6s 1ms/step - loss: 10.5150 - mean_absolute_error: 2.4646 - val_loss: 11.4741 - val_mean_absolute_error: 2.5806
Epoch 33/100
1/4840 [..............................] - ETA: 4s - loss: 5.4256 - mean_absolute_error: 1.8158 45/4840 [..............................] - ETA: 5s - loss: 10.2332 - mean_absolute_error: 2.4632 90/4840 [..............................] - ETA: 5s - loss: 10.3556 - mean_absolute_error: 2.4613 135/4840 [..............................] - ETA: 5s - loss: 10.4590 - mean_absolute_error: 2.4578 180/4840 [>.............................] - ETA: 5s - loss: 10.4796 - mean_absolute_error: 2.4560 228/4840 [>.............................] - ETA: 5s - loss: 10.3059 - mean_absolute_error: 2.4381 272/4840 [>.............................] - ETA: 5s - loss: 10.3212 - mean_absolute_error: 2.4387 318/4840 [>.............................] - ETA: 5s - loss: 10.4530 - mean_absolute_error: 2.4556 364/4840 [=>............................] - ETA: 4s - loss: 10.4050 - mean_absolute_error: 2.4494 411/4840 [=>............................] - ETA: 4s - loss: 10.4621 - mean_absolute_error: 2.4595 457/4840 [=>............................] - 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mean_absolute_error: 2.4389 966/4840 [====>.........................] - ETA: 4s - loss: 10.3406 - mean_absolute_error: 2.43771012/4840 [=====>........................] - ETA: 4s - loss: 10.3296 - mean_absolute_error: 2.43651057/4840 [=====>........................] - ETA: 4s - loss: 10.3169 - mean_absolute_error: 2.43441102/4840 [=====>........................] - ETA: 4s - loss: 10.3150 - mean_absolute_error: 2.43501148/4840 [======>.......................] - ETA: 4s - loss: 10.3376 - mean_absolute_error: 2.43871191/4840 [======>.......................] - ETA: 4s - loss: 10.3321 - mean_absolute_error: 2.43821237/4840 [======>.......................] - ETA: 3s - loss: 10.3214 - mean_absolute_error: 2.43741282/4840 [======>.......................] - ETA: 3s - loss: 10.3043 - mean_absolute_error: 2.43461327/4840 [=======>......................] - ETA: 3s - loss: 10.3048 - mean_absolute_error: 2.43471373/4840 [=======>......................] - ETA: 3s - loss: 10.3114 - mean_absolute_error: 2.43561419/4840 [=======>......................] - 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mean_absolute_error: 2.45301921/4840 [==========>...................] - ETA: 3s - loss: 10.4383 - mean_absolute_error: 2.45271967/4840 [===========>..................] - ETA: 3s - loss: 10.4560 - mean_absolute_error: 2.45492013/4840 [===========>..................] - ETA: 3s - loss: 10.4526 - mean_absolute_error: 2.45512059/4840 [===========>..................] - ETA: 3s - loss: 10.4591 - mean_absolute_error: 2.45632105/4840 [============>.................] - ETA: 3s - loss: 10.4634 - mean_absolute_error: 2.45762149/4840 [============>.................] - ETA: 2s - loss: 10.4712 - mean_absolute_error: 2.45832195/4840 [============>.................] - ETA: 2s - loss: 10.4691 - mean_absolute_error: 2.45802241/4840 [============>.................] - ETA: 2s - loss: 10.4742 - mean_absolute_error: 2.45832287/4840 [=============>................] - ETA: 2s - loss: 10.4852 - mean_absolute_error: 2.45942334/4840 [=============>................] - ETA: 2s - loss: 10.4796 - mean_absolute_error: 2.45822379/4840 [=============>................] - 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mean_absolute_error: 2.45873849/4840 [======================>.......] - ETA: 1s - loss: 10.4673 - mean_absolute_error: 2.45903895/4840 [=======================>......] - ETA: 1s - loss: 10.4689 - mean_absolute_error: 2.45893940/4840 [=======================>......] - ETA: 0s - loss: 10.4679 - mean_absolute_error: 2.45873984/4840 [=======================>......] - ETA: 0s - loss: 10.4699 - mean_absolute_error: 2.45954030/4840 [=======================>......] - ETA: 0s - loss: 10.4760 - mean_absolute_error: 2.46004077/4840 [========================>.....] - ETA: 0s - loss: 10.4791 - mean_absolute_error: 2.46074123/4840 [========================>.....] - ETA: 0s - loss: 10.4806 - mean_absolute_error: 2.46084169/4840 [========================>.....] - ETA: 0s - loss: 10.4887 - mean_absolute_error: 2.46174215/4840 [=========================>....] - ETA: 0s - loss: 10.4950 - mean_absolute_error: 2.46254260/4840 [=========================>....] - ETA: 0s - loss: 10.4977 - mean_absolute_error: 2.46294307/4840 [=========================>....] - 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mean_absolute_error: 2.46424805/4840 [============================>.] - ETA: 0s - loss: 10.5083 - mean_absolute_error: 2.46404840/4840 [==============================] - 6s 1ms/step - loss: 10.5130 - mean_absolute_error: 2.4644 - val_loss: 11.4751 - val_mean_absolute_error: 2.5811
Epoch 34/100
1/4840 [..............................] - ETA: 9s - loss: 6.7106 - mean_absolute_error: 2.0705 47/4840 [..............................] - ETA: 5s - loss: 9.8550 - mean_absolute_error: 2.3797 93/4840 [..............................] - ETA: 5s - loss: 10.3797 - mean_absolute_error: 2.4563 138/4840 [..............................] - ETA: 5s - loss: 10.6044 - mean_absolute_error: 2.4737 181/4840 [>.............................] - ETA: 5s - loss: 10.3843 - mean_absolute_error: 2.4573 228/4840 [>.............................] - ETA: 5s - loss: 10.4286 - mean_absolute_error: 2.4629 274/4840 [>.............................] - ETA: 5s - loss: 10.4635 - mean_absolute_error: 2.4662 320/4840 [>.............................] - ETA: 4s - loss: 10.3729 - mean_absolute_error: 2.4583 366/4840 [=>............................] - ETA: 4s - loss: 10.4031 - mean_absolute_error: 2.4592 412/4840 [=>............................] - ETA: 4s - loss: 10.4302 - mean_absolute_error: 2.4612 458/4840 [=>............................] - 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mean_absolute_error: 2.46343854/4840 [======================>.......] - ETA: 1s - loss: 10.5030 - mean_absolute_error: 2.46353899/4840 [=======================>......] - ETA: 1s - loss: 10.5115 - mean_absolute_error: 2.46453945/4840 [=======================>......] - ETA: 0s - loss: 10.5060 - mean_absolute_error: 2.46393992/4840 [=======================>......] - ETA: 0s - loss: 10.5091 - mean_absolute_error: 2.46444039/4840 [========================>.....] - ETA: 0s - loss: 10.5219 - mean_absolute_error: 2.46614086/4840 [========================>.....] - ETA: 0s - loss: 10.5189 - mean_absolute_error: 2.46574132/4840 [========================>.....] - ETA: 0s - loss: 10.5233 - mean_absolute_error: 2.46624178/4840 [========================>.....] - ETA: 0s - loss: 10.5231 - mean_absolute_error: 2.46614221/4840 [=========================>....] - ETA: 0s - loss: 10.5269 - mean_absolute_error: 2.46634267/4840 [=========================>....] - ETA: 0s - loss: 10.5188 - mean_absolute_error: 2.46544313/4840 [=========================>....] - ETA: 0s - loss: 10.5083 - mean_absolute_error: 2.46374360/4840 [==========================>...] - ETA: 0s - loss: 10.5138 - mean_absolute_error: 2.46454406/4840 [==========================>...] - ETA: 0s - loss: 10.5169 - mean_absolute_error: 2.46494451/4840 [==========================>...] - ETA: 0s - loss: 10.5218 - mean_absolute_error: 2.46564497/4840 [==========================>...] - ETA: 0s - loss: 10.5202 - mean_absolute_error: 2.46544543/4840 [===========================>..] - ETA: 0s - loss: 10.5180 - mean_absolute_error: 2.46514588/4840 [===========================>..] - ETA: 0s - loss: 10.5200 - mean_absolute_error: 2.46544634/4840 [===========================>..] - ETA: 0s - loss: 10.5204 - mean_absolute_error: 2.46554680/4840 [============================>.] - ETA: 0s - loss: 10.5174 - mean_absolute_error: 2.46504724/4840 [============================>.] - ETA: 0s - loss: 10.5123 - mean_absolute_error: 2.46444769/4840 [============================>.] - ETA: 0s - loss: 10.5135 - mean_absolute_error: 2.46464815/4840 [============================>.] - ETA: 0s - loss: 10.5146 - mean_absolute_error: 2.46474840/4840 [==============================] - 6s 1ms/step - loss: 10.5109 - mean_absolute_error: 2.4643 - val_loss: 11.4739 - val_mean_absolute_error: 2.5816
Epoch 35/100
1/4840 [..............................] - ETA: 7s - loss: 9.6052 - mean_absolute_error: 2.1555 46/4840 [..............................] - ETA: 5s - loss: 9.9596 - mean_absolute_error: 2.3839 90/4840 [..............................] - ETA: 5s - loss: 10.5029 - mean_absolute_error: 2.4654 136/4840 [..............................] - ETA: 5s - loss: 10.4241 - mean_absolute_error: 2.4600 183/4840 [>.............................] - ETA: 5s - loss: 10.3924 - mean_absolute_error: 2.4552 228/4840 [>.............................] - ETA: 5s - loss: 10.3577 - mean_absolute_error: 2.4487 273/4840 [>.............................] - ETA: 5s - loss: 10.2777 - mean_absolute_error: 2.4389 321/4840 [>.............................] - ETA: 5s - loss: 10.3431 - mean_absolute_error: 2.4451 367/4840 [=>............................] - ETA: 4s - loss: 10.3517 - mean_absolute_error: 2.4447 413/4840 [=>............................] - ETA: 4s - loss: 10.3458 - mean_absolute_error: 2.4449 459/4840 [=>............................] - 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mean_absolute_error: 2.46451925/4840 [==========>...................] - ETA: 3s - loss: 10.5046 - mean_absolute_error: 2.46591972/4840 [===========>..................] - ETA: 3s - loss: 10.4942 - mean_absolute_error: 2.46452015/4840 [===========>..................] - ETA: 3s - loss: 10.5086 - mean_absolute_error: 2.46722060/4840 [===========>..................] - ETA: 3s - loss: 10.4968 - mean_absolute_error: 2.46542105/4840 [============>.................] - ETA: 3s - loss: 10.4848 - mean_absolute_error: 2.46402149/4840 [============>.................] - ETA: 2s - loss: 10.4948 - mean_absolute_error: 2.46532195/4840 [============>.................] - ETA: 2s - loss: 10.4804 - mean_absolute_error: 2.46372241/4840 [============>.................] - ETA: 2s - loss: 10.4982 - mean_absolute_error: 2.46612286/4840 [=============>................] - ETA: 2s - loss: 10.4837 - mean_absolute_error: 2.46402333/4840 [=============>................] - ETA: 2s - loss: 10.4783 - mean_absolute_error: 2.46332378/4840 [=============>................] - 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mean_absolute_error: 2.46632883/4840 [================>.............] - ETA: 2s - loss: 10.4936 - mean_absolute_error: 2.46602929/4840 [=================>............] - ETA: 2s - loss: 10.4984 - mean_absolute_error: 2.46642974/4840 [=================>............] - ETA: 2s - loss: 10.5002 - mean_absolute_error: 2.46673018/4840 [=================>............] - ETA: 2s - loss: 10.4930 - mean_absolute_error: 2.46573065/4840 [=================>............] - ETA: 1s - loss: 10.4920 - mean_absolute_error: 2.46583112/4840 [==================>...........] - ETA: 1s - loss: 10.4950 - mean_absolute_error: 2.46633157/4840 [==================>...........] - ETA: 1s - loss: 10.4986 - mean_absolute_error: 2.46623202/4840 [==================>...........] - ETA: 1s - loss: 10.5002 - mean_absolute_error: 2.46663248/4840 [===================>..........] - ETA: 1s - loss: 10.4926 - mean_absolute_error: 2.46523296/4840 [===================>..........] - ETA: 1s - loss: 10.4972 - mean_absolute_error: 2.46583342/4840 [===================>..........] - ETA: 1s - loss: 10.4896 - mean_absolute_error: 2.46503387/4840 [===================>..........] - ETA: 1s - loss: 10.4804 - mean_absolute_error: 2.46373433/4840 [====================>.........] - ETA: 1s - loss: 10.4760 - mean_absolute_error: 2.46303479/4840 [====================>.........] - ETA: 1s - loss: 10.4878 - mean_absolute_error: 2.46443524/4840 [====================>.........] - ETA: 1s - loss: 10.4819 - mean_absolute_error: 2.46393569/4840 [=====================>........] - ETA: 1s - loss: 10.4836 - mean_absolute_error: 2.46413615/4840 [=====================>........] - ETA: 1s - loss: 10.4883 - mean_absolute_error: 2.46463661/4840 [=====================>........] - ETA: 1s - loss: 10.4836 - mean_absolute_error: 2.46383706/4840 [=====================>........] - ETA: 1s - loss: 10.4829 - mean_absolute_error: 2.46303751/4840 [======================>.......] - ETA: 1s - loss: 10.4776 - mean_absolute_error: 2.46203797/4840 [======================>.......] - ETA: 1s - loss: 10.4803 - mean_absolute_error: 2.46223842/4840 [======================>.......] - ETA: 1s - loss: 10.4793 - mean_absolute_error: 2.46213889/4840 [=======================>......] - ETA: 1s - loss: 10.4738 - mean_absolute_error: 2.46113935/4840 [=======================>......] - ETA: 1s - loss: 10.4780 - mean_absolute_error: 2.46143980/4840 [=======================>......] - ETA: 0s - loss: 10.4761 - mean_absolute_error: 2.46114027/4840 [=======================>......] - ETA: 0s - loss: 10.4813 - mean_absolute_error: 2.46174074/4840 [========================>.....] - ETA: 0s - loss: 10.4806 - mean_absolute_error: 2.46154120/4840 [========================>.....] - ETA: 0s - loss: 10.4751 - mean_absolute_error: 2.46044165/4840 [========================>.....] - ETA: 0s - loss: 10.4763 - mean_absolute_error: 2.46084211/4840 [=========================>....] - ETA: 0s - loss: 10.4739 - mean_absolute_error: 2.46054253/4840 [=========================>....] - ETA: 0s - loss: 10.4687 - mean_absolute_error: 2.45994297/4840 [=========================>....] - ETA: 0s - loss: 10.4775 - mean_absolute_error: 2.46114342/4840 [=========================>....] - ETA: 0s - loss: 10.4740 - mean_absolute_error: 2.46104386/4840 [==========================>...] - ETA: 0s - loss: 10.4744 - mean_absolute_error: 2.46104432/4840 [==========================>...] - ETA: 0s - loss: 10.4819 - mean_absolute_error: 2.46184478/4840 [==========================>...] - ETA: 0s - loss: 10.4852 - mean_absolute_error: 2.46244523/4840 [===========================>..] - ETA: 0s - loss: 10.4898 - mean_absolute_error: 2.46284569/4840 [===========================>..] - ETA: 0s - loss: 10.4978 - mean_absolute_error: 2.46364615/4840 [===========================>..] - ETA: 0s - loss: 10.5018 - mean_absolute_error: 2.46384659/4840 [===========================>..] - ETA: 0s - loss: 10.5011 - mean_absolute_error: 2.46344704/4840 [============================>.] - ETA: 0s - loss: 10.5048 - mean_absolute_error: 2.46394749/4840 [============================>.] - ETA: 0s - loss: 10.5071 - mean_absolute_error: 2.46404795/4840 [============================>.] - ETA: 0s - loss: 10.5077 - mean_absolute_error: 2.46414838/4840 [============================>.] - ETA: 0s - loss: 10.5100 - mean_absolute_error: 2.46444840/4840 [==============================] - 6s 1ms/step - loss: 10.5101 - mean_absolute_error: 2.4644 - val_loss: 11.4726 - val_mean_absolute_error: 2.5812
Epoch 36/100
1/4840 [..............................] - ETA: 9s - loss: 7.5909 - mean_absolute_error: 2.1613 48/4840 [..............................] - ETA: 5s - loss: 10.2864 - mean_absolute_error: 2.4268 91/4840 [..............................] - ETA: 5s - loss: 10.1635 - mean_absolute_error: 2.4139 129/4840 [..............................] - ETA: 5s - loss: 10.3118 - mean_absolute_error: 2.4288 162/4840 [>.............................] - ETA: 5s - loss: 10.3633 - mean_absolute_error: 2.4360 205/4840 [>.............................] - ETA: 5s - loss: 10.4075 - mean_absolute_error: 2.4465 249/4840 [>.............................] - ETA: 5s - loss: 10.3870 - mean_absolute_error: 2.4454 292/4840 [>.............................] - ETA: 5s - loss: 10.4246 - mean_absolute_error: 2.4535 334/4840 [=>............................] - ETA: 5s - loss: 10.4334 - mean_absolute_error: 2.4550 378/4840 [=>............................] - ETA: 5s - loss: 10.4140 - mean_absolute_error: 2.4512 423/4840 [=>............................] - 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mean_absolute_error: 2.46663806/4840 [======================>.......] - ETA: 1s - loss: 10.5184 - mean_absolute_error: 2.46733851/4840 [======================>.......] - ETA: 1s - loss: 10.5198 - mean_absolute_error: 2.46743896/4840 [=======================>......] - ETA: 1s - loss: 10.5182 - mean_absolute_error: 2.46703943/4840 [=======================>......] - ETA: 1s - loss: 10.5148 - mean_absolute_error: 2.46683988/4840 [=======================>......] - ETA: 0s - loss: 10.5259 - mean_absolute_error: 2.46814034/4840 [========================>.....] - ETA: 0s - loss: 10.5243 - mean_absolute_error: 2.46824079/4840 [========================>.....] - ETA: 0s - loss: 10.5144 - mean_absolute_error: 2.46674124/4840 [========================>.....] - ETA: 0s - loss: 10.5164 - mean_absolute_error: 2.46704170/4840 [========================>.....] - ETA: 0s - loss: 10.5226 - mean_absolute_error: 2.46784217/4840 [=========================>....] - ETA: 0s - loss: 10.5181 - mean_absolute_error: 2.46744264/4840 [=========================>....] - 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mean_absolute_error: 2.46514769/4840 [============================>.] - ETA: 0s - loss: 10.5076 - mean_absolute_error: 2.46464815/4840 [============================>.] - ETA: 0s - loss: 10.5048 - mean_absolute_error: 2.46434840/4840 [==============================] - 6s 1ms/step - loss: 10.5085 - mean_absolute_error: 2.4645 - val_loss: 11.4732 - val_mean_absolute_error: 2.5805
Epoch 37/100
1/4840 [..............................] - ETA: 9s - loss: 11.7632 - mean_absolute_error: 2.5800 47/4840 [..............................] - ETA: 5s - loss: 10.4749 - mean_absolute_error: 2.4252 93/4840 [..............................] - ETA: 5s - loss: 10.5355 - mean_absolute_error: 2.4535 139/4840 [..............................] - ETA: 5s - loss: 10.6299 - mean_absolute_error: 2.4677 184/4840 [>.............................] - ETA: 5s - loss: 10.4582 - mean_absolute_error: 2.4580 228/4840 [>.............................] - ETA: 5s - loss: 10.3565 - mean_absolute_error: 2.4424 273/4840 [>.............................] - ETA: 5s - loss: 10.4182 - mean_absolute_error: 2.4530 320/4840 [>.............................] - ETA: 5s - loss: 10.3811 - mean_absolute_error: 2.4498 366/4840 [=>............................] - ETA: 4s - loss: 10.3199 - mean_absolute_error: 2.4427 412/4840 [=>............................] - ETA: 4s - loss: 10.3324 - mean_absolute_error: 2.4423 458/4840 [=>............................] - 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mean_absolute_error: 2.44701925/4840 [==========>...................] - ETA: 3s - loss: 10.3869 - mean_absolute_error: 2.44741971/4840 [===========>..................] - ETA: 3s - loss: 10.3851 - mean_absolute_error: 2.44722016/4840 [===========>..................] - ETA: 3s - loss: 10.3885 - mean_absolute_error: 2.44782062/4840 [===========>..................] - ETA: 3s - loss: 10.3991 - mean_absolute_error: 2.44912107/4840 [============>.................] - ETA: 3s - loss: 10.3923 - mean_absolute_error: 2.44822153/4840 [============>.................] - ETA: 2s - loss: 10.3980 - mean_absolute_error: 2.44932199/4840 [============>.................] - ETA: 2s - loss: 10.4144 - mean_absolute_error: 2.45142246/4840 [============>.................] - ETA: 2s - loss: 10.4129 - mean_absolute_error: 2.45112292/4840 [=============>................] - ETA: 2s - loss: 10.4015 - mean_absolute_error: 2.44982340/4840 [=============>................] - ETA: 2s - loss: 10.4099 - mean_absolute_error: 2.45092386/4840 [=============>................] - 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mean_absolute_error: 2.45052892/4840 [================>.............] - ETA: 2s - loss: 10.4219 - mean_absolute_error: 2.45272938/4840 [=================>............] - ETA: 2s - loss: 10.4314 - mean_absolute_error: 2.45372983/4840 [=================>............] - ETA: 2s - loss: 10.4372 - mean_absolute_error: 2.45403029/4840 [=================>............] - ETA: 1s - loss: 10.4513 - mean_absolute_error: 2.45613076/4840 [==================>...........] - ETA: 1s - loss: 10.4532 - mean_absolute_error: 2.45643120/4840 [==================>...........] - ETA: 1s - loss: 10.4631 - mean_absolute_error: 2.45763166/4840 [==================>...........] - ETA: 1s - loss: 10.4679 - mean_absolute_error: 2.45783212/4840 [==================>...........] - ETA: 1s - loss: 10.4737 - mean_absolute_error: 2.45893258/4840 [===================>..........] - ETA: 1s - loss: 10.4840 - mean_absolute_error: 2.46023303/4840 [===================>..........] - ETA: 1s - loss: 10.4847 - mean_absolute_error: 2.46003350/4840 [===================>..........] - ETA: 1s - loss: 10.4775 - mean_absolute_error: 2.45913396/4840 [====================>.........] - ETA: 1s - loss: 10.4745 - mean_absolute_error: 2.45853442/4840 [====================>.........] - ETA: 1s - loss: 10.4723 - mean_absolute_error: 2.45813487/4840 [====================>.........] - ETA: 1s - loss: 10.4759 - mean_absolute_error: 2.45843534/4840 [====================>.........] - ETA: 1s - loss: 10.4803 - mean_absolute_error: 2.45923579/4840 [=====================>........] - ETA: 1s - loss: 10.4863 - mean_absolute_error: 2.45983623/4840 [=====================>........] - ETA: 1s - loss: 10.4834 - mean_absolute_error: 2.45933669/4840 [=====================>........] - ETA: 1s - loss: 10.4767 - mean_absolute_error: 2.45843714/4840 [======================>.......] - ETA: 1s - loss: 10.4781 - mean_absolute_error: 2.45863760/4840 [======================>.......] - ETA: 1s - loss: 10.4810 - mean_absolute_error: 2.45903806/4840 [======================>.......] - ETA: 1s - loss: 10.4926 - mean_absolute_error: 2.46063850/4840 [======================>.......] - ETA: 1s - loss: 10.4970 - mean_absolute_error: 2.46153894/4840 [=======================>......] - ETA: 1s - loss: 10.4857 - mean_absolute_error: 2.46043939/4840 [=======================>......] - ETA: 0s - loss: 10.4808 - mean_absolute_error: 2.45963984/4840 [=======================>......] - ETA: 0s - loss: 10.4830 - mean_absolute_error: 2.45984029/4840 [=======================>......] - ETA: 0s - loss: 10.4799 - mean_absolute_error: 2.45984075/4840 [========================>.....] - ETA: 0s - loss: 10.4821 - mean_absolute_error: 2.46024121/4840 [========================>.....] - ETA: 0s - loss: 10.4835 - mean_absolute_error: 2.46064166/4840 [========================>.....] - ETA: 0s - loss: 10.4821 - mean_absolute_error: 2.46084212/4840 [=========================>....] - ETA: 0s - loss: 10.4840 - mean_absolute_error: 2.46094258/4840 [=========================>....] - ETA: 0s - loss: 10.4861 - mean_absolute_error: 2.46104304/4840 [=========================>....] - 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mean_absolute_error: 2.46164806/4840 [============================>.] - ETA: 0s - loss: 10.5024 - mean_absolute_error: 2.46254840/4840 [==============================] - 6s 1ms/step - loss: 10.5077 - mean_absolute_error: 2.4633 - val_loss: 11.4748 - val_mean_absolute_error: 2.5809
Epoch 38/100
1/4840 [..............................] - ETA: 9s - loss: 12.9034 - mean_absolute_error: 2.7809 47/4840 [..............................] - ETA: 5s - loss: 10.4850 - mean_absolute_error: 2.4494 94/4840 [..............................] - ETA: 5s - loss: 10.3541 - mean_absolute_error: 2.4291 141/4840 [..............................] - ETA: 5s - loss: 10.5550 - mean_absolute_error: 2.4543 186/4840 [>.............................] - ETA: 5s - loss: 10.6222 - mean_absolute_error: 2.4651 232/4840 [>.............................] - ETA: 5s - loss: 10.6524 - mean_absolute_error: 2.4727 278/4840 [>.............................] - ETA: 4s - loss: 10.6009 - mean_absolute_error: 2.4629 324/4840 [=>............................] - ETA: 4s - loss: 10.4971 - mean_absolute_error: 2.4510 370/4840 [=>............................] - ETA: 4s - loss: 10.5232 - mean_absolute_error: 2.4559 415/4840 [=>............................] - ETA: 4s - loss: 10.4920 - mean_absolute_error: 2.4543 460/4840 [=>............................] - 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mean_absolute_error: 2.46821922/4840 [==========>...................] - ETA: 3s - loss: 10.5324 - mean_absolute_error: 2.47011968/4840 [===========>..................] - ETA: 3s - loss: 10.5399 - mean_absolute_error: 2.47092013/4840 [===========>..................] - ETA: 3s - loss: 10.5245 - mean_absolute_error: 2.46932058/4840 [===========>..................] - ETA: 3s - loss: 10.5150 - mean_absolute_error: 2.46772103/4840 [============>.................] - ETA: 3s - loss: 10.5119 - mean_absolute_error: 2.46682148/4840 [============>.................] - ETA: 2s - loss: 10.5018 - mean_absolute_error: 2.46562194/4840 [============>.................] - ETA: 2s - loss: 10.5027 - mean_absolute_error: 2.46592240/4840 [============>.................] - ETA: 2s - loss: 10.4974 - mean_absolute_error: 2.46462285/4840 [=============>................] - ETA: 2s - loss: 10.5035 - mean_absolute_error: 2.46512330/4840 [=============>................] - ETA: 2s - loss: 10.5091 - mean_absolute_error: 2.46532376/4840 [=============>................] - ETA: 2s - loss: 10.5016 - mean_absolute_error: 2.46442422/4840 [==============>...............] - ETA: 2s - loss: 10.5046 - mean_absolute_error: 2.46492468/4840 [==============>...............] - ETA: 2s - loss: 10.4973 - mean_absolute_error: 2.46372512/4840 [==============>...............] - ETA: 2s - loss: 10.5057 - mean_absolute_error: 2.46392558/4840 [==============>...............] - ETA: 2s - loss: 10.5148 - mean_absolute_error: 2.46502603/4840 [===============>..............] - ETA: 2s - loss: 10.5276 - mean_absolute_error: 2.46642649/4840 [===============>..............] - ETA: 2s - loss: 10.5225 - mean_absolute_error: 2.46562695/4840 [===============>..............] - ETA: 2s - loss: 10.5109 - mean_absolute_error: 2.46412740/4840 [===============>..............] - ETA: 2s - loss: 10.5081 - mean_absolute_error: 2.46382787/4840 [================>.............] - ETA: 2s - loss: 10.4940 - mean_absolute_error: 2.46232832/4840 [================>.............] - ETA: 2s - loss: 10.4915 - mean_absolute_error: 2.46222878/4840 [================>.............] - ETA: 2s - loss: 10.4863 - mean_absolute_error: 2.46132923/4840 [=================>............] - ETA: 2s - loss: 10.4837 - mean_absolute_error: 2.46102969/4840 [=================>............] - ETA: 2s - loss: 10.4755 - mean_absolute_error: 2.46043014/4840 [=================>............] - ETA: 2s - loss: 10.4733 - mean_absolute_error: 2.45973058/4840 [=================>............] - ETA: 1s - loss: 10.4758 - mean_absolute_error: 2.46013104/4840 [==================>...........] - ETA: 1s - loss: 10.4788 - mean_absolute_error: 2.46093149/4840 [==================>...........] - ETA: 1s - loss: 10.4835 - mean_absolute_error: 2.46153196/4840 [==================>...........] - ETA: 1s - loss: 10.4711 - mean_absolute_error: 2.45963243/4840 [===================>..........] - ETA: 1s - loss: 10.4751 - mean_absolute_error: 2.46053289/4840 [===================>..........] - ETA: 1s - loss: 10.4793 - mean_absolute_error: 2.46093336/4840 [===================>..........] - 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mean_absolute_error: 2.46263847/4840 [======================>.......] - ETA: 1s - loss: 10.5013 - mean_absolute_error: 2.46323893/4840 [=======================>......] - ETA: 1s - loss: 10.4963 - mean_absolute_error: 2.46293940/4840 [=======================>......] - ETA: 0s - loss: 10.4860 - mean_absolute_error: 2.46133986/4840 [=======================>......] - ETA: 0s - loss: 10.4961 - mean_absolute_error: 2.46264031/4840 [=======================>......] - ETA: 0s - loss: 10.5033 - mean_absolute_error: 2.46354077/4840 [========================>.....] - ETA: 0s - loss: 10.4997 - mean_absolute_error: 2.46294124/4840 [========================>.....] - ETA: 0s - loss: 10.4978 - mean_absolute_error: 2.46274171/4840 [========================>.....] - ETA: 0s - loss: 10.4943 - mean_absolute_error: 2.46224218/4840 [=========================>....] - ETA: 0s - loss: 10.4898 - mean_absolute_error: 2.46184263/4840 [=========================>....] - ETA: 0s - loss: 10.4924 - mean_absolute_error: 2.46204309/4840 [=========================>....] - ETA: 0s - loss: 10.4881 - mean_absolute_error: 2.46144352/4840 [=========================>....] - ETA: 0s - loss: 10.4866 - mean_absolute_error: 2.46144395/4840 [==========================>...] - ETA: 0s - loss: 10.4890 - mean_absolute_error: 2.46124441/4840 [==========================>...] - ETA: 0s - loss: 10.4888 - mean_absolute_error: 2.46114487/4840 [==========================>...] - ETA: 0s - loss: 10.4902 - mean_absolute_error: 2.46154532/4840 [===========================>..] - ETA: 0s - loss: 10.4944 - mean_absolute_error: 2.46214578/4840 [===========================>..] - ETA: 0s - loss: 10.5011 - mean_absolute_error: 2.46294624/4840 [===========================>..] - ETA: 0s - loss: 10.4992 - mean_absolute_error: 2.46294671/4840 [===========================>..] - ETA: 0s - loss: 10.4990 - mean_absolute_error: 2.46254717/4840 [============================>.] - ETA: 0s - loss: 10.5026 - mean_absolute_error: 2.46304763/4840 [============================>.] - ETA: 0s - loss: 10.5031 - mean_absolute_error: 2.46294810/4840 [============================>.] - ETA: 0s - loss: 10.5031 - mean_absolute_error: 2.46314840/4840 [==============================] - 6s 1ms/step - loss: 10.5062 - mean_absolute_error: 2.4637 - val_loss: 11.4764 - val_mean_absolute_error: 2.5808
Epoch 39/100
1/4840 [..............................] - ETA: 9s - loss: 15.0312 - mean_absolute_error: 3.0238 46/4840 [..............................] - ETA: 5s - loss: 10.6416 - mean_absolute_error: 2.4717 91/4840 [..............................] - ETA: 5s - loss: 10.8938 - mean_absolute_error: 2.5009 137/4840 [..............................] - ETA: 5s - loss: 10.7578 - mean_absolute_error: 2.4807 184/4840 [>.............................] - ETA: 5s - loss: 10.7148 - mean_absolute_error: 2.4798 228/4840 [>.............................] - ETA: 5s - loss: 10.7147 - mean_absolute_error: 2.4902 274/4840 [>.............................] - ETA: 5s - loss: 10.6250 - mean_absolute_error: 2.4812 321/4840 [>.............................] - ETA: 5s - loss: 10.5839 - mean_absolute_error: 2.4747 365/4840 [=>............................] - ETA: 4s - loss: 10.5534 - mean_absolute_error: 2.4681 412/4840 [=>............................] - ETA: 4s - loss: 10.4583 - mean_absolute_error: 2.4515 457/4840 [=>............................] - 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mean_absolute_error: 2.46641918/4840 [==========>...................] - ETA: 3s - loss: 10.5179 - mean_absolute_error: 2.46561963/4840 [===========>..................] - ETA: 3s - loss: 10.5327 - mean_absolute_error: 2.46692009/4840 [===========>..................] - ETA: 3s - loss: 10.5139 - mean_absolute_error: 2.46422046/4840 [===========>..................] - ETA: 3s - loss: 10.5027 - mean_absolute_error: 2.46222089/4840 [===========>..................] - ETA: 3s - loss: 10.5123 - mean_absolute_error: 2.46322134/4840 [============>.................] - ETA: 3s - loss: 10.5086 - mean_absolute_error: 2.46322179/4840 [============>.................] - ETA: 2s - loss: 10.5123 - mean_absolute_error: 2.46382225/4840 [============>.................] - ETA: 2s - loss: 10.5027 - mean_absolute_error: 2.46242270/4840 [=============>................] - ETA: 2s - loss: 10.5003 - mean_absolute_error: 2.46212316/4840 [=============>................] - ETA: 2s - loss: 10.5052 - mean_absolute_error: 2.46322363/4840 [=============>................] - 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mean_absolute_error: 2.46322872/4840 [================>.............] - ETA: 2s - loss: 10.5082 - mean_absolute_error: 2.46362917/4840 [=================>............] - ETA: 2s - loss: 10.5135 - mean_absolute_error: 2.46412961/4840 [=================>............] - ETA: 2s - loss: 10.5043 - mean_absolute_error: 2.46293008/4840 [=================>............] - ETA: 2s - loss: 10.4999 - mean_absolute_error: 2.46253053/4840 [=================>............] - ETA: 1s - loss: 10.5019 - mean_absolute_error: 2.46293099/4840 [==================>...........] - ETA: 1s - loss: 10.5011 - mean_absolute_error: 2.46283144/4840 [==================>...........] - ETA: 1s - loss: 10.5024 - mean_absolute_error: 2.46283191/4840 [==================>...........] - ETA: 1s - loss: 10.5000 - mean_absolute_error: 2.46243237/4840 [===================>..........] - ETA: 1s - loss: 10.4997 - mean_absolute_error: 2.46213282/4840 [===================>..........] - ETA: 1s - loss: 10.4966 - mean_absolute_error: 2.46173327/4840 [===================>..........] - ETA: 1s - loss: 10.5054 - mean_absolute_error: 2.46243373/4840 [===================>..........] - ETA: 1s - loss: 10.5011 - mean_absolute_error: 2.46193416/4840 [====================>.........] - ETA: 1s - loss: 10.5094 - mean_absolute_error: 2.46313462/4840 [====================>.........] - ETA: 1s - loss: 10.5165 - mean_absolute_error: 2.46393508/4840 [====================>.........] - ETA: 1s - loss: 10.5143 - mean_absolute_error: 2.46343553/4840 [=====================>........] - ETA: 1s - loss: 10.5053 - mean_absolute_error: 2.46203600/4840 [=====================>........] - ETA: 1s - loss: 10.5022 - mean_absolute_error: 2.46133645/4840 [=====================>........] - ETA: 1s - loss: 10.5015 - mean_absolute_error: 2.46153692/4840 [=====================>........] - ETA: 1s - loss: 10.5026 - mean_absolute_error: 2.46193737/4840 [======================>.......] - ETA: 1s - loss: 10.4967 - mean_absolute_error: 2.46143783/4840 [======================>.......] - ETA: 1s - loss: 10.4910 - mean_absolute_error: 2.46063829/4840 [======================>.......] - ETA: 1s - loss: 10.4924 - mean_absolute_error: 2.46093876/4840 [=======================>......] - ETA: 1s - loss: 10.4870 - mean_absolute_error: 2.46033920/4840 [=======================>......] - ETA: 1s - loss: 10.4835 - mean_absolute_error: 2.45983966/4840 [=======================>......] - ETA: 0s - loss: 10.4823 - mean_absolute_error: 2.45944012/4840 [=======================>......] - ETA: 0s - loss: 10.4861 - mean_absolute_error: 2.46004058/4840 [========================>.....] - ETA: 0s - loss: 10.4891 - mean_absolute_error: 2.46054105/4840 [========================>.....] - ETA: 0s - loss: 10.4847 - mean_absolute_error: 2.45964151/4840 [========================>.....] - ETA: 0s - loss: 10.4809 - mean_absolute_error: 2.45924197/4840 [=========================>....] - ETA: 0s - loss: 10.4763 - mean_absolute_error: 2.45834244/4840 [=========================>....] - ETA: 0s - loss: 10.4806 - mean_absolute_error: 2.45904290/4840 [=========================>....] - ETA: 0s - loss: 10.4843 - mean_absolute_error: 2.45994336/4840 [=========================>....] - ETA: 0s - loss: 10.4868 - mean_absolute_error: 2.46034382/4840 [==========================>...] - ETA: 0s - loss: 10.5013 - mean_absolute_error: 2.46224429/4840 [==========================>...] - ETA: 0s - loss: 10.5092 - mean_absolute_error: 2.46364475/4840 [==========================>...] - ETA: 0s - loss: 10.5083 - mean_absolute_error: 2.46324521/4840 [===========================>..] - ETA: 0s - loss: 10.5125 - mean_absolute_error: 2.46384567/4840 [===========================>..] - ETA: 0s - loss: 10.5156 - mean_absolute_error: 2.46444613/4840 [===========================>..] - ETA: 0s - loss: 10.5159 - mean_absolute_error: 2.46464658/4840 [===========================>..] - ETA: 0s - loss: 10.5075 - mean_absolute_error: 2.46354702/4840 [============================>.] - ETA: 0s - loss: 10.5049 - mean_absolute_error: 2.46334748/4840 [============================>.] - ETA: 0s - loss: 10.5085 - mean_absolute_error: 2.46404794/4840 [============================>.] - ETA: 0s - loss: 10.5088 - mean_absolute_error: 2.46424837/4840 [============================>.] - ETA: 0s - loss: 10.5062 - mean_absolute_error: 2.46384840/4840 [==============================] - 6s 1ms/step - loss: 10.5061 - mean_absolute_error: 2.4638 - val_loss: 11.4779 - val_mean_absolute_error: 2.5798
Epoch 40/100
1/4840 [..............................] - ETA: 9s - loss: 8.0428 - mean_absolute_error: 2.1611 46/4840 [..............................] - ETA: 5s - loss: 11.3054 - mean_absolute_error: 2.5683 91/4840 [..............................] - ETA: 5s - loss: 11.1511 - mean_absolute_error: 2.5485 137/4840 [..............................] - ETA: 5s - loss: 10.7591 - mean_absolute_error: 2.5003 184/4840 [>.............................] - ETA: 5s - loss: 10.9038 - mean_absolute_error: 2.5181 231/4840 [>.............................] - ETA: 5s - loss: 10.8369 - mean_absolute_error: 2.5100 277/4840 [>.............................] - ETA: 5s - loss: 10.6921 - mean_absolute_error: 2.4881 323/4840 [=>............................] - ETA: 4s - loss: 10.6190 - mean_absolute_error: 2.4723 367/4840 [=>............................] - ETA: 4s - loss: 10.6471 - mean_absolute_error: 2.4761 412/4840 [=>............................] - ETA: 4s - loss: 10.6396 - mean_absolute_error: 2.4752 459/4840 [=>............................] - 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mean_absolute_error: 2.46154750/4840 [============================>.] - ETA: 0s - loss: 10.5022 - mean_absolute_error: 2.46174796/4840 [============================>.] - ETA: 0s - loss: 10.5056 - mean_absolute_error: 2.46234840/4840 [==============================] - 6s 1ms/step - loss: 10.5052 - mean_absolute_error: 2.4624 - val_loss: 11.4806 - val_mean_absolute_error: 2.5807
Epoch 41/100
1/4840 [..............................] - ETA: 9s - loss: 5.1175 - mean_absolute_error: 1.6522 47/4840 [..............................] - ETA: 5s - loss: 9.2447 - mean_absolute_error: 2.3045 93/4840 [..............................] - ETA: 5s - loss: 10.0105 - mean_absolute_error: 2.4034 137/4840 [..............................] - ETA: 5s - loss: 10.2795 - mean_absolute_error: 2.4320 183/4840 [>.............................] - ETA: 5s - loss: 10.3903 - mean_absolute_error: 2.4403 230/4840 [>.............................] - ETA: 5s - loss: 10.3973 - mean_absolute_error: 2.4479 277/4840 [>.............................] - ETA: 5s - loss: 10.2564 - mean_absolute_error: 2.4306 324/4840 [=>............................] - ETA: 4s - loss: 10.2983 - mean_absolute_error: 2.4364 370/4840 [=>............................] - ETA: 4s - loss: 10.3478 - mean_absolute_error: 2.4426 413/4840 [=>............................] - ETA: 4s - loss: 10.3436 - mean_absolute_error: 2.4418 460/4840 [=>............................] - 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mean_absolute_error: 2.45201936/4840 [===========>..................] - ETA: 3s - loss: 10.4268 - mean_absolute_error: 2.45031982/4840 [===========>..................] - ETA: 3s - loss: 10.4355 - mean_absolute_error: 2.45192027/4840 [===========>..................] - ETA: 3s - loss: 10.4389 - mean_absolute_error: 2.45242072/4840 [===========>..................] - ETA: 3s - loss: 10.4383 - mean_absolute_error: 2.45252118/4840 [============>.................] - ETA: 2s - loss: 10.4467 - mean_absolute_error: 2.45432164/4840 [============>.................] - ETA: 2s - loss: 10.4334 - mean_absolute_error: 2.45212210/4840 [============>.................] - ETA: 2s - loss: 10.4293 - mean_absolute_error: 2.45232254/4840 [============>.................] - ETA: 2s - loss: 10.4307 - mean_absolute_error: 2.45292299/4840 [=============>................] - ETA: 2s - loss: 10.4348 - mean_absolute_error: 2.45312345/4840 [=============>................] - ETA: 2s - loss: 10.4382 - mean_absolute_error: 2.45312392/4840 [=============>................] - 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ETA: 1s - loss: 10.4952 - mean_absolute_error: 2.46183401/4840 [====================>.........] - ETA: 1s - loss: 10.4927 - mean_absolute_error: 2.46093448/4840 [====================>.........] - ETA: 1s - loss: 10.4930 - mean_absolute_error: 2.46123495/4840 [====================>.........] - ETA: 1s - loss: 10.4965 - mean_absolute_error: 2.46183542/4840 [====================>.........] - ETA: 1s - loss: 10.4897 - mean_absolute_error: 2.46063588/4840 [=====================>........] - ETA: 1s - loss: 10.4898 - mean_absolute_error: 2.46033635/4840 [=====================>........] - ETA: 1s - loss: 10.4932 - mean_absolute_error: 2.46063680/4840 [=====================>........] - ETA: 1s - loss: 10.4965 - mean_absolute_error: 2.46113727/4840 [======================>.......] - ETA: 1s - loss: 10.4953 - mean_absolute_error: 2.46113774/4840 [======================>.......] - ETA: 1s - loss: 10.5074 - mean_absolute_error: 2.46253819/4840 [======================>.......] - ETA: 1s - loss: 10.5014 - mean_absolute_error: 2.46193865/4840 [======================>.......] - ETA: 1s - loss: 10.5083 - mean_absolute_error: 2.46293911/4840 [=======================>......] - ETA: 1s - loss: 10.5033 - mean_absolute_error: 2.46253958/4840 [=======================>......] - ETA: 0s - loss: 10.4935 - mean_absolute_error: 2.46144004/4840 [=======================>......] - ETA: 0s - loss: 10.5016 - mean_absolute_error: 2.46264049/4840 [========================>.....] - ETA: 0s - loss: 10.4943 - mean_absolute_error: 2.46164095/4840 [========================>.....] - ETA: 0s - loss: 10.4979 - mean_absolute_error: 2.46194141/4840 [========================>.....] - ETA: 0s - loss: 10.4962 - mean_absolute_error: 2.46174187/4840 [========================>.....] - ETA: 0s - loss: 10.4976 - mean_absolute_error: 2.46164233/4840 [=========================>....] - ETA: 0s - loss: 10.5062 - mean_absolute_error: 2.46274278/4840 [=========================>....] - ETA: 0s - loss: 10.5056 - mean_absolute_error: 2.46244324/4840 [=========================>....] - 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mean_absolute_error: 2.46174825/4840 [============================>.] - ETA: 0s - loss: 10.5045 - mean_absolute_error: 2.46204840/4840 [==============================] - 6s 1ms/step - loss: 10.5049 - mean_absolute_error: 2.4622 - val_loss: 11.4807 - val_mean_absolute_error: 2.5809
Epoch 42/100
1/4840 [..............................] - ETA: 9s - loss: 10.3983 - mean_absolute_error: 2.3568 47/4840 [..............................] - ETA: 5s - loss: 11.0649 - mean_absolute_error: 2.5265 95/4840 [..............................] - ETA: 5s - loss: 10.4857 - mean_absolute_error: 2.4575 140/4840 [..............................] - ETA: 5s - loss: 10.5243 - mean_absolute_error: 2.4646 185/4840 [>.............................] - ETA: 5s - loss: 10.4440 - mean_absolute_error: 2.4565 231/4840 [>.............................] - ETA: 5s - loss: 10.4108 - mean_absolute_error: 2.4501 276/4840 [>.............................] - ETA: 5s - loss: 10.5497 - mean_absolute_error: 2.4626 322/4840 [>.............................] - ETA: 4s - loss: 10.4973 - mean_absolute_error: 2.4614 368/4840 [=>............................] - ETA: 4s - loss: 10.5006 - mean_absolute_error: 2.4600 415/4840 [=>............................] - ETA: 4s - loss: 10.5430 - mean_absolute_error: 2.4660 461/4840 [=>............................] - 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mean_absolute_error: 2.46193823/4840 [======================>.......] - ETA: 1s - loss: 10.5084 - mean_absolute_error: 2.46353869/4840 [======================>.......] - ETA: 1s - loss: 10.5081 - mean_absolute_error: 2.46333915/4840 [=======================>......] - ETA: 1s - loss: 10.5107 - mean_absolute_error: 2.46373959/4840 [=======================>......] - ETA: 0s - loss: 10.5131 - mean_absolute_error: 2.46434005/4840 [=======================>......] - ETA: 0s - loss: 10.5170 - mean_absolute_error: 2.46524051/4840 [========================>.....] - ETA: 0s - loss: 10.5169 - mean_absolute_error: 2.46514097/4840 [========================>.....] - ETA: 0s - loss: 10.5194 - mean_absolute_error: 2.46534144/4840 [========================>.....] - ETA: 0s - loss: 10.5210 - mean_absolute_error: 2.46584189/4840 [========================>.....] - ETA: 0s - loss: 10.5188 - mean_absolute_error: 2.46524236/4840 [=========================>....] - ETA: 0s - loss: 10.5153 - mean_absolute_error: 2.46474281/4840 [=========================>....] - 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mean_absolute_error: 2.46464786/4840 [============================>.] - ETA: 0s - loss: 10.5089 - mean_absolute_error: 2.46384833/4840 [============================>.] - ETA: 0s - loss: 10.5046 - mean_absolute_error: 2.46344840/4840 [==============================] - 6s 1ms/step - loss: 10.5047 - mean_absolute_error: 2.4634 - val_loss: 11.4781 - val_mean_absolute_error: 2.5805
Epoch 43/100
1/4840 [..............................] - ETA: 9s - loss: 7.9374 - mean_absolute_error: 2.1185 46/4840 [..............................] - ETA: 5s - loss: 10.5724 - mean_absolute_error: 2.4615 92/4840 [..............................] - ETA: 5s - loss: 10.3599 - mean_absolute_error: 2.4254 135/4840 [..............................] - ETA: 5s - loss: 10.3356 - mean_absolute_error: 2.4342 180/4840 [>.............................] - ETA: 5s - loss: 10.4272 - mean_absolute_error: 2.4477 225/4840 [>.............................] - ETA: 5s - loss: 10.4183 - mean_absolute_error: 2.4471 271/4840 [>.............................] - ETA: 5s - loss: 10.4870 - mean_absolute_error: 2.4601 315/4840 [>.............................] - ETA: 5s - loss: 10.4364 - mean_absolute_error: 2.4530 361/4840 [=>............................] - ETA: 5s - loss: 10.3642 - mean_absolute_error: 2.4455 407/4840 [=>............................] - ETA: 4s - loss: 10.3473 - mean_absolute_error: 2.4409 453/4840 [=>............................] - 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mean_absolute_error: 2.45871879/4840 [==========>...................] - ETA: 3s - loss: 10.4632 - mean_absolute_error: 2.45721924/4840 [==========>...................] - ETA: 3s - loss: 10.4601 - mean_absolute_error: 2.45661971/4840 [===========>..................] - ETA: 3s - loss: 10.4505 - mean_absolute_error: 2.45552015/4840 [===========>..................] - ETA: 3s - loss: 10.4811 - mean_absolute_error: 2.45922060/4840 [===========>..................] - ETA: 3s - loss: 10.4831 - mean_absolute_error: 2.45962106/4840 [============>.................] - ETA: 3s - loss: 10.4859 - mean_absolute_error: 2.46002151/4840 [============>.................] - ETA: 3s - loss: 10.4911 - mean_absolute_error: 2.46062196/4840 [============>.................] - ETA: 2s - loss: 10.4961 - mean_absolute_error: 2.46192240/4840 [============>.................] - ETA: 2s - loss: 10.5001 - mean_absolute_error: 2.46302286/4840 [=============>................] - ETA: 2s - loss: 10.5067 - mean_absolute_error: 2.46392330/4840 [=============>................] - 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mean_absolute_error: 2.46103785/4840 [======================>.......] - ETA: 1s - loss: 10.4903 - mean_absolute_error: 2.46053831/4840 [======================>.......] - ETA: 1s - loss: 10.4922 - mean_absolute_error: 2.46083875/4840 [=======================>......] - ETA: 1s - loss: 10.4936 - mean_absolute_error: 2.46093918/4840 [=======================>......] - ETA: 1s - loss: 10.4878 - mean_absolute_error: 2.46023963/4840 [=======================>......] - ETA: 0s - loss: 10.4850 - mean_absolute_error: 2.45994008/4840 [=======================>......] - ETA: 0s - loss: 10.4805 - mean_absolute_error: 2.45944053/4840 [========================>.....] - ETA: 0s - loss: 10.4851 - mean_absolute_error: 2.45994095/4840 [========================>.....] - ETA: 0s - loss: 10.4854 - mean_absolute_error: 2.45984141/4840 [========================>.....] - ETA: 0s - loss: 10.4859 - mean_absolute_error: 2.45994185/4840 [========================>.....] - ETA: 0s - loss: 10.4948 - mean_absolute_error: 2.46084230/4840 [=========================>....] - 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mean_absolute_error: 2.46104729/4840 [============================>.] - ETA: 0s - loss: 10.5030 - mean_absolute_error: 2.46154774/4840 [============================>.] - ETA: 0s - loss: 10.5023 - mean_absolute_error: 2.46184820/4840 [============================>.] - ETA: 0s - loss: 10.5050 - mean_absolute_error: 2.46224840/4840 [==============================] - 6s 1ms/step - loss: 10.5048 - mean_absolute_error: 2.4622 - val_loss: 11.4842 - val_mean_absolute_error: 2.5807
Epoch 44/100
1/4840 [..............................] - ETA: 9s - loss: 13.9353 - mean_absolute_error: 3.0199 45/4840 [..............................] - ETA: 5s - loss: 10.8404 - mean_absolute_error: 2.4655 90/4840 [..............................] - ETA: 5s - loss: 10.3737 - mean_absolute_error: 2.4263 135/4840 [..............................] - ETA: 5s - loss: 10.3872 - mean_absolute_error: 2.4432 179/4840 [>.............................] - ETA: 5s - loss: 10.4143 - mean_absolute_error: 2.4495 225/4840 [>.............................] - ETA: 5s - loss: 10.5002 - mean_absolute_error: 2.4612 270/4840 [>.............................] - ETA: 5s - loss: 10.4289 - mean_absolute_error: 2.4516 317/4840 [>.............................] - ETA: 5s - loss: 10.4506 - mean_absolute_error: 2.4540 364/4840 [=>............................] - ETA: 5s - loss: 10.4268 - mean_absolute_error: 2.4518 411/4840 [=>............................] - ETA: 4s - loss: 10.3805 - mean_absolute_error: 2.4482 458/4840 [=>............................] - ETA: 4s - loss: 10.4286 - mean_absolute_error: 2.4544 501/4840 [==>...........................] - ETA: 4s - loss: 10.4272 - mean_absolute_error: 2.4548 546/4840 [==>...........................] - ETA: 4s - loss: 10.5240 - mean_absolute_error: 2.4693 592/4840 [==>...........................] - ETA: 4s - loss: 10.5107 - mean_absolute_error: 2.4670 637/4840 [==>...........................] - ETA: 4s - loss: 10.5164 - mean_absolute_error: 2.4694 683/4840 [===>..........................] - ETA: 4s - loss: 10.5544 - mean_absolute_error: 2.4724 730/4840 [===>..........................] - ETA: 4s - loss: 10.5348 - mean_absolute_error: 2.4708 775/4840 [===>..........................] - ETA: 4s - loss: 10.5384 - mean_absolute_error: 2.4695 820/4840 [====>.........................] - ETA: 4s - loss: 10.5515 - mean_absolute_error: 2.4712 866/4840 [====>.........................] - ETA: 4s - loss: 10.5432 - mean_absolute_error: 2.4708 911/4840 [====>.........................] - ETA: 4s - loss: 10.5573 - 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mean_absolute_error: 2.47081916/4840 [==========>...................] - ETA: 3s - loss: 10.5480 - mean_absolute_error: 2.47191961/4840 [===========>..................] - ETA: 3s - loss: 10.5348 - mean_absolute_error: 2.46982007/4840 [===========>..................] - ETA: 3s - loss: 10.5414 - mean_absolute_error: 2.47042054/4840 [===========>..................] - ETA: 3s - loss: 10.5413 - mean_absolute_error: 2.47052101/4840 [============>.................] - ETA: 3s - loss: 10.5386 - mean_absolute_error: 2.46952147/4840 [============>.................] - ETA: 2s - loss: 10.5270 - mean_absolute_error: 2.46882192/4840 [============>.................] - ETA: 2s - loss: 10.5296 - mean_absolute_error: 2.46972238/4840 [============>.................] - ETA: 2s - loss: 10.5162 - mean_absolute_error: 2.46692282/4840 [=============>................] - ETA: 2s - loss: 10.5156 - mean_absolute_error: 2.46682328/4840 [=============>................] - ETA: 2s - loss: 10.5073 - mean_absolute_error: 2.46542374/4840 [=============>................] - 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mean_absolute_error: 2.45923822/4840 [======================>.......] - ETA: 1s - loss: 10.4864 - mean_absolute_error: 2.45993866/4840 [======================>.......] - ETA: 1s - loss: 10.4924 - mean_absolute_error: 2.46123912/4840 [=======================>......] - ETA: 1s - loss: 10.4813 - mean_absolute_error: 2.46013957/4840 [=======================>......] - ETA: 0s - loss: 10.4883 - mean_absolute_error: 2.46084002/4840 [=======================>......] - ETA: 0s - loss: 10.4933 - mean_absolute_error: 2.46134048/4840 [========================>.....] - ETA: 0s - loss: 10.4867 - mean_absolute_error: 2.46084093/4840 [========================>.....] - ETA: 0s - loss: 10.4864 - mean_absolute_error: 2.46044138/4840 [========================>.....] - ETA: 0s - loss: 10.4842 - mean_absolute_error: 2.46034183/4840 [========================>.....] - ETA: 0s - loss: 10.4912 - mean_absolute_error: 2.46154228/4840 [=========================>....] - ETA: 0s - loss: 10.4913 - mean_absolute_error: 2.46174275/4840 [=========================>....] - ETA: 0s - loss: 10.4904 - mean_absolute_error: 2.46164320/4840 [=========================>....] - ETA: 0s - loss: 10.4862 - mean_absolute_error: 2.46104366/4840 [==========================>...] - ETA: 0s - loss: 10.4902 - mean_absolute_error: 2.46154412/4840 [==========================>...] - ETA: 0s - loss: 10.4918 - mean_absolute_error: 2.46164457/4840 [==========================>...] - ETA: 0s - loss: 10.4934 - mean_absolute_error: 2.46184502/4840 [==========================>...] - ETA: 0s - loss: 10.4931 - mean_absolute_error: 2.46184547/4840 [===========================>..] - ETA: 0s - loss: 10.4979 - mean_absolute_error: 2.46224592/4840 [===========================>..] - ETA: 0s - loss: 10.4989 - mean_absolute_error: 2.46234637/4840 [===========================>..] - ETA: 0s - loss: 10.4982 - mean_absolute_error: 2.46234683/4840 [============================>.] - ETA: 0s - loss: 10.5048 - mean_absolute_error: 2.46314729/4840 [============================>.] - ETA: 0s - loss: 10.5024 - mean_absolute_error: 2.46244776/4840 [============================>.] - ETA: 0s - loss: 10.5063 - mean_absolute_error: 2.46284820/4840 [============================>.] - ETA: 0s - loss: 10.5026 - mean_absolute_error: 2.46214840/4840 [==============================] - 6s 1ms/step - loss: 10.5045 - mean_absolute_error: 2.4622 - val_loss: 11.4830 - val_mean_absolute_error: 2.5809
Epoch 45/100
1/4840 [..............................] - ETA: 9s - loss: 12.6529 - mean_absolute_error: 2.9267 38/4840 [..............................] - ETA: 6s - loss: 10.6537 - mean_absolute_error: 2.4947 82/4840 [..............................] - ETA: 5s - loss: 10.6766 - mean_absolute_error: 2.4939 128/4840 [..............................] - ETA: 5s - loss: 10.5095 - mean_absolute_error: 2.4675 173/4840 [>.............................] - ETA: 5s - loss: 10.4580 - mean_absolute_error: 2.4652 219/4840 [>.............................] - ETA: 5s - loss: 10.4436 - mean_absolute_error: 2.4608 265/4840 [>.............................] - ETA: 5s - loss: 10.4687 - mean_absolute_error: 2.4642 310/4840 [>.............................] - ETA: 5s - loss: 10.4441 - mean_absolute_error: 2.4562 356/4840 [=>............................] - ETA: 5s - loss: 10.4674 - mean_absolute_error: 2.4623 402/4840 [=>............................] - ETA: 5s - loss: 10.4788 - mean_absolute_error: 2.4633 447/4840 [=>............................] - 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mean_absolute_error: 2.46571908/4840 [==========>...................] - ETA: 3s - loss: 10.4995 - mean_absolute_error: 2.46631954/4840 [===========>..................] - ETA: 3s - loss: 10.5090 - mean_absolute_error: 2.46711999/4840 [===========>..................] - ETA: 3s - loss: 10.5408 - mean_absolute_error: 2.47012046/4840 [===========>..................] - ETA: 3s - loss: 10.5437 - mean_absolute_error: 2.47012090/4840 [===========>..................] - ETA: 3s - loss: 10.5461 - mean_absolute_error: 2.47012135/4840 [============>.................] - ETA: 3s - loss: 10.5314 - mean_absolute_error: 2.46792181/4840 [============>.................] - ETA: 2s - loss: 10.5295 - mean_absolute_error: 2.46772226/4840 [============>.................] - ETA: 2s - loss: 10.5270 - mean_absolute_error: 2.46742270/4840 [=============>................] - ETA: 2s - loss: 10.5300 - mean_absolute_error: 2.46762315/4840 [=============>................] - ETA: 2s - loss: 10.5148 - mean_absolute_error: 2.46532362/4840 [=============>................] - 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mean_absolute_error: 2.46523811/4840 [======================>.......] - ETA: 1s - loss: 10.5134 - mean_absolute_error: 2.46523858/4840 [======================>.......] - ETA: 1s - loss: 10.5238 - mean_absolute_error: 2.46653905/4840 [=======================>......] - ETA: 1s - loss: 10.5335 - mean_absolute_error: 2.46743952/4840 [=======================>......] - ETA: 0s - loss: 10.5320 - mean_absolute_error: 2.46733998/4840 [=======================>......] - ETA: 0s - loss: 10.5351 - mean_absolute_error: 2.46794044/4840 [========================>.....] - ETA: 0s - loss: 10.5291 - mean_absolute_error: 2.46694089/4840 [========================>.....] - ETA: 0s - loss: 10.5265 - mean_absolute_error: 2.46644135/4840 [========================>.....] - ETA: 0s - loss: 10.5238 - mean_absolute_error: 2.46584181/4840 [========================>.....] - ETA: 0s - loss: 10.5217 - mean_absolute_error: 2.46504227/4840 [=========================>....] - ETA: 0s - loss: 10.5220 - mean_absolute_error: 2.46494272/4840 [=========================>....] - 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mean_absolute_error: 2.46264769/4840 [============================>.] - ETA: 0s - loss: 10.5029 - mean_absolute_error: 2.46224815/4840 [============================>.] - ETA: 0s - loss: 10.5027 - mean_absolute_error: 2.46244840/4840 [==============================] - 6s 1ms/step - loss: 10.5037 - mean_absolute_error: 2.4624 - val_loss: 11.4819 - val_mean_absolute_error: 2.5809
Epoch 46/100
1/4840 [..............................] - ETA: 9s - loss: 11.6392 - mean_absolute_error: 2.6191 47/4840 [..............................] - ETA: 5s - loss: 10.0669 - mean_absolute_error: 2.3974 93/4840 [..............................] - ETA: 5s - loss: 10.4997 - mean_absolute_error: 2.4643 138/4840 [..............................] - ETA: 5s - loss: 10.4686 - mean_absolute_error: 2.4606 185/4840 [>.............................] - ETA: 5s - loss: 10.4590 - mean_absolute_error: 2.4497 230/4840 [>.............................] - ETA: 5s - loss: 10.3648 - mean_absolute_error: 2.4408 275/4840 [>.............................] - ETA: 5s - loss: 10.5032 - mean_absolute_error: 2.4582 321/4840 [>.............................] - ETA: 5s - loss: 10.5256 - mean_absolute_error: 2.4622 368/4840 [=>............................] - ETA: 4s - loss: 10.4909 - mean_absolute_error: 2.4532 414/4840 [=>............................] - ETA: 4s - loss: 10.5081 - mean_absolute_error: 2.4549 460/4840 [=>............................] - ETA: 4s - loss: 10.5427 - mean_absolute_error: 2.4626 507/4840 [==>...........................] - ETA: 4s - loss: 10.4653 - mean_absolute_error: 2.4532 552/4840 [==>...........................] - ETA: 4s - loss: 10.4368 - mean_absolute_error: 2.4486 598/4840 [==>...........................] - ETA: 4s - loss: 10.4440 - mean_absolute_error: 2.4497 643/4840 [==>...........................] - ETA: 4s - loss: 10.4468 - mean_absolute_error: 2.4519 689/4840 [===>..........................] - ETA: 4s - loss: 10.4822 - mean_absolute_error: 2.4577 734/4840 [===>..........................] - ETA: 4s - loss: 10.5033 - mean_absolute_error: 2.4601 780/4840 [===>..........................] - ETA: 4s - loss: 10.4528 - mean_absolute_error: 2.4534 826/4840 [====>.........................] - ETA: 4s - loss: 10.4545 - mean_absolute_error: 2.4530 871/4840 [====>.........................] - ETA: 4s - loss: 10.4500 - mean_absolute_error: 2.4514 917/4840 [====>.........................] - ETA: 4s - loss: 10.4465 - 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mean_absolute_error: 2.46061943/4840 [===========>..................] - ETA: 3s - loss: 10.5033 - mean_absolute_error: 2.46271989/4840 [===========>..................] - ETA: 3s - loss: 10.5132 - mean_absolute_error: 2.46352034/4840 [===========>..................] - ETA: 3s - loss: 10.4972 - mean_absolute_error: 2.46142077/4840 [===========>..................] - ETA: 3s - loss: 10.4958 - mean_absolute_error: 2.46102122/4840 [============>.................] - ETA: 2s - loss: 10.4875 - mean_absolute_error: 2.45952167/4840 [============>.................] - ETA: 2s - loss: 10.4868 - mean_absolute_error: 2.45942214/4840 [============>.................] - ETA: 2s - loss: 10.4868 - mean_absolute_error: 2.45932260/4840 [=============>................] - ETA: 2s - loss: 10.4693 - mean_absolute_error: 2.45652304/4840 [=============>................] - ETA: 2s - loss: 10.4700 - mean_absolute_error: 2.45692350/4840 [=============>................] - ETA: 2s - loss: 10.4797 - mean_absolute_error: 2.45812397/4840 [=============>................] - ETA: 2s - loss: 10.4877 - mean_absolute_error: 2.45952442/4840 [==============>...............] - ETA: 2s - loss: 10.4900 - mean_absolute_error: 2.45972488/4840 [==============>...............] - ETA: 2s - loss: 10.4912 - mean_absolute_error: 2.45962533/4840 [==============>...............] - ETA: 2s - loss: 10.4898 - mean_absolute_error: 2.45992579/4840 [==============>...............] - ETA: 2s - loss: 10.4775 - mean_absolute_error: 2.45812623/4840 [===============>..............] - ETA: 2s - loss: 10.4887 - mean_absolute_error: 2.45982669/4840 [===============>..............] - ETA: 2s - loss: 10.4783 - mean_absolute_error: 2.45872714/4840 [===============>..............] - ETA: 2s - loss: 10.4769 - mean_absolute_error: 2.45792759/4840 [================>.............] - ETA: 2s - loss: 10.4671 - mean_absolute_error: 2.45702805/4840 [================>.............] - ETA: 2s - loss: 10.4611 - mean_absolute_error: 2.45632850/4840 [================>.............] - ETA: 2s - loss: 10.4519 - mean_absolute_error: 2.45532895/4840 [================>.............] - ETA: 2s - loss: 10.4462 - mean_absolute_error: 2.45482941/4840 [=================>............] - ETA: 2s - loss: 10.4471 - mean_absolute_error: 2.45452987/4840 [=================>............] - ETA: 2s - loss: 10.4426 - mean_absolute_error: 2.45403032/4840 [=================>............] - ETA: 1s - loss: 10.4371 - mean_absolute_error: 2.45323077/4840 [==================>...........] - ETA: 1s - loss: 10.4320 - mean_absolute_error: 2.45303123/4840 [==================>...........] - ETA: 1s - loss: 10.4291 - mean_absolute_error: 2.45263169/4840 [==================>...........] - ETA: 1s - loss: 10.4359 - mean_absolute_error: 2.45383213/4840 [==================>...........] - ETA: 1s - loss: 10.4348 - mean_absolute_error: 2.45393259/4840 [===================>..........] - ETA: 1s - loss: 10.4456 - mean_absolute_error: 2.45543305/4840 [===================>..........] - ETA: 1s - loss: 10.4459 - mean_absolute_error: 2.45553349/4840 [===================>..........] - ETA: 1s - loss: 10.4536 - mean_absolute_error: 2.45653395/4840 [====================>.........] - ETA: 1s - loss: 10.4616 - mean_absolute_error: 2.45733440/4840 [====================>.........] - ETA: 1s - loss: 10.4624 - mean_absolute_error: 2.45753487/4840 [====================>.........] - ETA: 1s - loss: 10.4641 - mean_absolute_error: 2.45753533/4840 [====================>.........] - ETA: 1s - loss: 10.4686 - mean_absolute_error: 2.45803579/4840 [=====================>........] - ETA: 1s - loss: 10.4695 - mean_absolute_error: 2.45793624/4840 [=====================>........] - ETA: 1s - loss: 10.4750 - mean_absolute_error: 2.45873671/4840 [=====================>........] - ETA: 1s - loss: 10.4710 - mean_absolute_error: 2.45823717/4840 [======================>.......] - ETA: 1s - loss: 10.4674 - mean_absolute_error: 2.45783764/4840 [======================>.......] - ETA: 1s - loss: 10.4755 - mean_absolute_error: 2.45883809/4840 [======================>.......] - ETA: 1s - loss: 10.4811 - mean_absolute_error: 2.45963854/4840 [======================>.......] - ETA: 1s - loss: 10.4866 - mean_absolute_error: 2.46013899/4840 [=======================>......] - ETA: 1s - loss: 10.4978 - mean_absolute_error: 2.46163945/4840 [=======================>......] - ETA: 0s - loss: 10.4989 - mean_absolute_error: 2.46173990/4840 [=======================>......] - ETA: 0s - loss: 10.4993 - mean_absolute_error: 2.46194036/4840 [========================>.....] - ETA: 0s - loss: 10.4968 - mean_absolute_error: 2.46164082/4840 [========================>.....] - ETA: 0s - loss: 10.4985 - mean_absolute_error: 2.46174127/4840 [========================>.....] - ETA: 0s - loss: 10.4911 - mean_absolute_error: 2.46074174/4840 [========================>.....] - ETA: 0s - loss: 10.4899 - mean_absolute_error: 2.46064221/4840 [=========================>....] - ETA: 0s - loss: 10.4851 - mean_absolute_error: 2.46034267/4840 [=========================>....] - ETA: 0s - loss: 10.4805 - mean_absolute_error: 2.45984314/4840 [=========================>....] - ETA: 0s - loss: 10.4879 - mean_absolute_error: 2.46064360/4840 [==========================>...] - ETA: 0s - loss: 10.4853 - mean_absolute_error: 2.45984406/4840 [==========================>...] - ETA: 0s - loss: 10.4891 - mean_absolute_error: 2.46034452/4840 [==========================>...] - ETA: 0s - loss: 10.4877 - mean_absolute_error: 2.46014496/4840 [==========================>...] - ETA: 0s - loss: 10.4933 - mean_absolute_error: 2.46114543/4840 [===========================>..] - ETA: 0s - loss: 10.5036 - mean_absolute_error: 2.46224589/4840 [===========================>..] - ETA: 0s - loss: 10.5036 - mean_absolute_error: 2.46224636/4840 [===========================>..] - ETA: 0s - loss: 10.5034 - mean_absolute_error: 2.46234681/4840 [============================>.] - ETA: 0s - loss: 10.5001 - mean_absolute_error: 2.46164727/4840 [============================>.] - ETA: 0s - loss: 10.4973 - mean_absolute_error: 2.46114771/4840 [============================>.] - ETA: 0s - loss: 10.5004 - mean_absolute_error: 2.46174817/4840 [============================>.] - ETA: 0s - loss: 10.5029 - mean_absolute_error: 2.46194840/4840 [==============================] - 6s 1ms/step - loss: 10.5039 - mean_absolute_error: 2.4621 - val_loss: 11.4848 - val_mean_absolute_error: 2.5807
Epoch 47/100
1/4840 [..............................] - ETA: 9s - loss: 10.7538 - mean_absolute_error: 2.5593 48/4840 [..............................] - ETA: 5s - loss: 9.6674 - mean_absolute_error: 2.3137 94/4840 [..............................] - ETA: 5s - loss: 10.4189 - mean_absolute_error: 2.4190 139/4840 [..............................] - ETA: 5s - loss: 10.3397 - mean_absolute_error: 2.4134 185/4840 [>.............................] - ETA: 5s - loss: 10.5695 - mean_absolute_error: 2.4541 233/4840 [>.............................] - ETA: 5s - loss: 10.5743 - mean_absolute_error: 2.4563 279/4840 [>.............................] - ETA: 5s - loss: 10.4961 - mean_absolute_error: 2.4453 323/4840 [=>............................] - ETA: 4s - loss: 10.4990 - mean_absolute_error: 2.4471 369/4840 [=>............................] - ETA: 4s - loss: 10.5245 - mean_absolute_error: 2.4553 414/4840 [=>............................] - ETA: 4s - loss: 10.5144 - mean_absolute_error: 2.4586 462/4840 [=>............................] - ETA: 4s - loss: 10.5252 - mean_absolute_error: 2.4608 510/4840 [==>...........................] - ETA: 4s - loss: 10.5941 - mean_absolute_error: 2.4712 555/4840 [==>...........................] - ETA: 4s - loss: 10.6025 - mean_absolute_error: 2.4739 599/4840 [==>...........................] - ETA: 4s - loss: 10.5831 - mean_absolute_error: 2.4731 645/4840 [==>...........................] - ETA: 4s - loss: 10.5211 - mean_absolute_error: 2.4637 692/4840 [===>..........................] - ETA: 4s - loss: 10.5042 - mean_absolute_error: 2.4616 738/4840 [===>..........................] - ETA: 4s - loss: 10.5595 - mean_absolute_error: 2.4690 784/4840 [===>..........................] - ETA: 4s - loss: 10.5712 - mean_absolute_error: 2.4718 831/4840 [====>.........................] - ETA: 4s - loss: 10.5796 - mean_absolute_error: 2.4720 878/4840 [====>.........................] - ETA: 4s - loss: 10.5686 - mean_absolute_error: 2.4708 922/4840 [====>.........................] - ETA: 4s - loss: 10.5401 - mean_absolute_error: 2.4675 968/4840 [=====>........................] - ETA: 4s - loss: 10.5353 - mean_absolute_error: 2.46631014/4840 [=====>........................] - ETA: 4s - loss: 10.5131 - mean_absolute_error: 2.46311060/4840 [=====>........................] - ETA: 4s - loss: 10.5155 - mean_absolute_error: 2.46311105/4840 [=====>........................] - ETA: 4s - loss: 10.4911 - mean_absolute_error: 2.46031151/4840 [======>.......................] - ETA: 4s - loss: 10.4726 - mean_absolute_error: 2.45761198/4840 [======>.......................] - ETA: 4s - loss: 10.4654 - mean_absolute_error: 2.45771244/4840 [======>.......................] - ETA: 3s - loss: 10.4654 - mean_absolute_error: 2.45831291/4840 [=======>......................] - ETA: 3s - loss: 10.4449 - mean_absolute_error: 2.45631337/4840 [=======>......................] - ETA: 3s - loss: 10.4546 - mean_absolute_error: 2.45761384/4840 [=======>......................] - ETA: 3s - loss: 10.4244 - mean_absolute_error: 2.45381431/4840 [=======>......................] - 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mean_absolute_error: 2.45491935/4840 [==========>...................] - ETA: 3s - loss: 10.4172 - mean_absolute_error: 2.45401982/4840 [===========>..................] - ETA: 3s - loss: 10.4335 - mean_absolute_error: 2.45662029/4840 [===========>..................] - ETA: 3s - loss: 10.4362 - mean_absolute_error: 2.45622074/4840 [===========>..................] - ETA: 3s - loss: 10.4462 - mean_absolute_error: 2.45722119/4840 [============>.................] - ETA: 2s - loss: 10.4381 - mean_absolute_error: 2.45672165/4840 [============>.................] - ETA: 2s - loss: 10.4286 - mean_absolute_error: 2.45502210/4840 [============>.................] - ETA: 2s - loss: 10.4383 - mean_absolute_error: 2.45562255/4840 [============>.................] - ETA: 2s - loss: 10.4448 - mean_absolute_error: 2.45612300/4840 [=============>................] - ETA: 2s - loss: 10.4427 - mean_absolute_error: 2.45582345/4840 [=============>................] - ETA: 2s - loss: 10.4430 - mean_absolute_error: 2.45592390/4840 [=============>................] - 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ETA: 1s - loss: 10.4848 - mean_absolute_error: 2.45993389/4840 [====================>.........] - ETA: 1s - loss: 10.4881 - mean_absolute_error: 2.46033435/4840 [====================>.........] - ETA: 1s - loss: 10.4882 - mean_absolute_error: 2.46063480/4840 [====================>.........] - ETA: 1s - loss: 10.4990 - mean_absolute_error: 2.46173525/4840 [====================>.........] - ETA: 1s - loss: 10.5025 - mean_absolute_error: 2.46193571/4840 [=====================>........] - ETA: 1s - loss: 10.4956 - mean_absolute_error: 2.46103617/4840 [=====================>........] - ETA: 1s - loss: 10.4934 - mean_absolute_error: 2.46023662/4840 [=====================>........] - ETA: 1s - loss: 10.4882 - mean_absolute_error: 2.45923708/4840 [=====================>........] - ETA: 1s - loss: 10.4937 - mean_absolute_error: 2.46003754/4840 [======================>.......] - ETA: 1s - loss: 10.4850 - mean_absolute_error: 2.45903800/4840 [======================>.......] - ETA: 1s - loss: 10.4874 - mean_absolute_error: 2.45943846/4840 [======================>.......] - ETA: 1s - loss: 10.4849 - mean_absolute_error: 2.45943891/4840 [=======================>......] - ETA: 1s - loss: 10.4888 - mean_absolute_error: 2.45993937/4840 [=======================>......] - ETA: 0s - loss: 10.4877 - mean_absolute_error: 2.45983984/4840 [=======================>......] - ETA: 0s - loss: 10.4834 - mean_absolute_error: 2.45934030/4840 [=======================>......] - ETA: 0s - loss: 10.4842 - mean_absolute_error: 2.45924077/4840 [========================>.....] - ETA: 0s - loss: 10.4834 - mean_absolute_error: 2.45924124/4840 [========================>.....] - ETA: 0s - loss: 10.4808 - mean_absolute_error: 2.45904171/4840 [========================>.....] - ETA: 0s - loss: 10.4813 - mean_absolute_error: 2.45924216/4840 [=========================>....] - ETA: 0s - loss: 10.4796 - mean_absolute_error: 2.45894262/4840 [=========================>....] - ETA: 0s - loss: 10.4758 - mean_absolute_error: 2.45854309/4840 [=========================>....] - 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mean_absolute_error: 2.46124819/4840 [============================>.] - ETA: 0s - loss: 10.4990 - mean_absolute_error: 2.46164840/4840 [==============================] - 6s 1ms/step - loss: 10.5030 - mean_absolute_error: 2.4620 - val_loss: 11.4868 - val_mean_absolute_error: 2.5808
Epoch 48/100
1/4840 [..............................] - ETA: 9s - loss: 10.2173 - mean_absolute_error: 2.4448 47/4840 [..............................] - ETA: 5s - loss: 10.6531 - mean_absolute_error: 2.4693 92/4840 [..............................] - ETA: 5s - loss: 10.5985 - mean_absolute_error: 2.4731 138/4840 [..............................] - ETA: 5s - loss: 10.4421 - mean_absolute_error: 2.4606 184/4840 [>.............................] - ETA: 5s - loss: 10.3698 - mean_absolute_error: 2.4467 228/4840 [>.............................] - ETA: 5s - loss: 10.4002 - mean_absolute_error: 2.4528 273/4840 [>.............................] - ETA: 5s - loss: 10.2776 - mean_absolute_error: 2.4364 319/4840 [>.............................] - ETA: 5s - loss: 10.3903 - mean_absolute_error: 2.4484 365/4840 [=>............................] - ETA: 4s - loss: 10.4144 - mean_absolute_error: 2.4510 412/4840 [=>............................] - ETA: 4s - loss: 10.4023 - mean_absolute_error: 2.4544 456/4840 [=>............................] - 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mean_absolute_error: 2.45723789/4840 [======================>.......] - ETA: 1s - loss: 10.4755 - mean_absolute_error: 2.45763836/4840 [======================>.......] - ETA: 1s - loss: 10.4806 - mean_absolute_error: 2.45863882/4840 [=======================>......] - ETA: 1s - loss: 10.4770 - mean_absolute_error: 2.45803929/4840 [=======================>......] - ETA: 1s - loss: 10.4783 - mean_absolute_error: 2.45813975/4840 [=======================>......] - ETA: 0s - loss: 10.4819 - mean_absolute_error: 2.45854021/4840 [=======================>......] - ETA: 0s - loss: 10.4953 - mean_absolute_error: 2.46074066/4840 [========================>.....] - ETA: 0s - loss: 10.5012 - mean_absolute_error: 2.46124112/4840 [========================>.....] - ETA: 0s - loss: 10.5005 - mean_absolute_error: 2.46144157/4840 [========================>.....] - ETA: 0s - loss: 10.4984 - mean_absolute_error: 2.46104202/4840 [=========================>....] - ETA: 0s - loss: 10.4954 - mean_absolute_error: 2.46054248/4840 [=========================>....] - 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mean_absolute_error: 2.46094743/4840 [============================>.] - ETA: 0s - loss: 10.5021 - mean_absolute_error: 2.46214788/4840 [============================>.] - ETA: 0s - loss: 10.5033 - mean_absolute_error: 2.46214833/4840 [============================>.] - ETA: 0s - loss: 10.5022 - mean_absolute_error: 2.46184840/4840 [==============================] - 6s 1ms/step - loss: 10.5034 - mean_absolute_error: 2.4618 - val_loss: 11.4873 - val_mean_absolute_error: 2.5814
Epoch 49/100
1/4840 [..............................] - ETA: 9s - loss: 10.3469 - mean_absolute_error: 2.4265 46/4840 [..............................] - ETA: 5s - loss: 10.1603 - mean_absolute_error: 2.4439 92/4840 [..............................] - ETA: 5s - loss: 9.8983 - mean_absolute_error: 2.4065 136/4840 [..............................] - ETA: 5s - loss: 10.0384 - mean_absolute_error: 2.4070 180/4840 [>.............................] - ETA: 5s - loss: 10.1796 - mean_absolute_error: 2.4245 223/4840 [>.............................] - ETA: 5s - loss: 10.1611 - mean_absolute_error: 2.4237 269/4840 [>.............................] - ETA: 5s - loss: 10.3018 - mean_absolute_error: 2.4424 315/4840 [>.............................] - ETA: 5s - loss: 10.2523 - mean_absolute_error: 2.4356 361/4840 [=>............................] - ETA: 5s - loss: 10.2860 - mean_absolute_error: 2.4395 405/4840 [=>............................] - ETA: 5s - loss: 10.3701 - mean_absolute_error: 2.4495 450/4840 [=>............................] - 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mean_absolute_error: 2.4442 939/4840 [====>.........................] - ETA: 4s - loss: 10.3978 - mean_absolute_error: 2.4502 984/4840 [=====>........................] - ETA: 4s - loss: 10.4117 - mean_absolute_error: 2.45291028/4840 [=====>........................] - ETA: 4s - loss: 10.4059 - mean_absolute_error: 2.45171072/4840 [=====>........................] - ETA: 4s - loss: 10.3974 - mean_absolute_error: 2.45001118/4840 [=====>........................] - ETA: 4s - loss: 10.4163 - mean_absolute_error: 2.45261164/4840 [======>.......................] - ETA: 4s - loss: 10.4134 - mean_absolute_error: 2.45231209/4840 [======>.......................] - ETA: 4s - loss: 10.4123 - mean_absolute_error: 2.45221252/4840 [======>.......................] - ETA: 4s - loss: 10.4371 - mean_absolute_error: 2.45501300/4840 [=======>......................] - ETA: 3s - loss: 10.4467 - mean_absolute_error: 2.45611345/4840 [=======>......................] - ETA: 3s - loss: 10.4596 - mean_absolute_error: 2.45821390/4840 [=======>......................] - 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mean_absolute_error: 2.45431890/4840 [==========>...................] - ETA: 3s - loss: 10.4277 - mean_absolute_error: 2.45531936/4840 [===========>..................] - ETA: 3s - loss: 10.4391 - mean_absolute_error: 2.45641983/4840 [===========>..................] - ETA: 3s - loss: 10.4373 - mean_absolute_error: 2.45582028/4840 [===========>..................] - ETA: 3s - loss: 10.4486 - mean_absolute_error: 2.45682073/4840 [===========>..................] - ETA: 3s - loss: 10.4348 - mean_absolute_error: 2.45492120/4840 [============>.................] - ETA: 3s - loss: 10.4342 - mean_absolute_error: 2.45432165/4840 [============>.................] - ETA: 2s - loss: 10.4372 - mean_absolute_error: 2.45372210/4840 [============>.................] - ETA: 2s - loss: 10.4314 - mean_absolute_error: 2.45362256/4840 [============>.................] - ETA: 2s - loss: 10.4273 - mean_absolute_error: 2.45352301/4840 [=============>................] - ETA: 2s - loss: 10.4173 - mean_absolute_error: 2.45182347/4840 [=============>................] - 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mean_absolute_error: 2.45312850/4840 [================>.............] - ETA: 2s - loss: 10.4419 - mean_absolute_error: 2.45212895/4840 [================>.............] - ETA: 2s - loss: 10.4487 - mean_absolute_error: 2.45312940/4840 [=================>............] - ETA: 2s - loss: 10.4505 - mean_absolute_error: 2.45302984/4840 [=================>............] - ETA: 2s - loss: 10.4505 - mean_absolute_error: 2.45353028/4840 [=================>............] - ETA: 2s - loss: 10.4581 - mean_absolute_error: 2.45493073/4840 [==================>...........] - ETA: 1s - loss: 10.4618 - mean_absolute_error: 2.45533118/4840 [==================>...........] - ETA: 1s - loss: 10.4614 - mean_absolute_error: 2.45563162/4840 [==================>...........] - ETA: 1s - loss: 10.4688 - mean_absolute_error: 2.45643206/4840 [==================>...........] - ETA: 1s - loss: 10.4742 - mean_absolute_error: 2.45693251/4840 [===================>..........] - ETA: 1s - loss: 10.4858 - mean_absolute_error: 2.45793297/4840 [===================>..........] - ETA: 1s - loss: 10.4917 - mean_absolute_error: 2.45873343/4840 [===================>..........] - ETA: 1s - loss: 10.4956 - mean_absolute_error: 2.45933390/4840 [====================>.........] - ETA: 1s - loss: 10.4923 - mean_absolute_error: 2.45923432/4840 [====================>.........] - ETA: 1s - loss: 10.5013 - mean_absolute_error: 2.46003477/4840 [====================>.........] - ETA: 1s - loss: 10.5019 - mean_absolute_error: 2.46003521/4840 [====================>.........] - ETA: 1s - loss: 10.5029 - mean_absolute_error: 2.46043564/4840 [=====================>........] - ETA: 1s - loss: 10.5032 - mean_absolute_error: 2.46033610/4840 [=====================>........] - ETA: 1s - loss: 10.4972 - mean_absolute_error: 2.45993654/4840 [=====================>........] - ETA: 1s - loss: 10.4934 - mean_absolute_error: 2.45963698/4840 [=====================>........] - ETA: 1s - loss: 10.4947 - mean_absolute_error: 2.46033743/4840 [======================>.......] - ETA: 1s - loss: 10.4876 - mean_absolute_error: 2.45943788/4840 [======================>.......] - ETA: 1s - loss: 10.4881 - mean_absolute_error: 2.45963833/4840 [======================>.......] - ETA: 1s - loss: 10.4884 - mean_absolute_error: 2.45983879/4840 [=======================>......] - ETA: 1s - loss: 10.4908 - mean_absolute_error: 2.46013924/4840 [=======================>......] - ETA: 1s - loss: 10.4988 - mean_absolute_error: 2.46113971/4840 [=======================>......] - ETA: 0s - loss: 10.5081 - mean_absolute_error: 2.46204016/4840 [=======================>......] - ETA: 0s - loss: 10.5101 - mean_absolute_error: 2.46254062/4840 [========================>.....] - ETA: 0s - loss: 10.5082 - mean_absolute_error: 2.46234107/4840 [========================>.....] - ETA: 0s - loss: 10.5062 - mean_absolute_error: 2.46224152/4840 [========================>.....] - ETA: 0s - loss: 10.5047 - mean_absolute_error: 2.46214198/4840 [=========================>....] - ETA: 0s - loss: 10.5048 - mean_absolute_error: 2.46224244/4840 [=========================>....] - 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mean_absolute_error: 2.46174745/4840 [============================>.] - ETA: 0s - loss: 10.4925 - mean_absolute_error: 2.46074791/4840 [============================>.] - ETA: 0s - loss: 10.5009 - mean_absolute_error: 2.46194835/4840 [============================>.] - ETA: 0s - loss: 10.5007 - mean_absolute_error: 2.46184840/4840 [==============================] - 6s 1ms/step - loss: 10.5026 - mean_absolute_error: 2.4621 - val_loss: 11.4913 - val_mean_absolute_error: 2.5827
Epoch 50/100
1/4840 [..............................] - ETA: 9s - loss: 14.2877 - mean_absolute_error: 3.0155 46/4840 [..............................] - ETA: 5s - loss: 10.4252 - mean_absolute_error: 2.4510 92/4840 [..............................] - ETA: 5s - loss: 10.1051 - mean_absolute_error: 2.4165 139/4840 [..............................] - ETA: 5s - loss: 10.1758 - mean_absolute_error: 2.4260 185/4840 [>.............................] - ETA: 5s - loss: 10.1653 - mean_absolute_error: 2.4256 228/4840 [>.............................] - ETA: 5s - loss: 10.2554 - mean_absolute_error: 2.4324 273/4840 [>.............................] - ETA: 5s - loss: 10.2988 - mean_absolute_error: 2.4411 319/4840 [>.............................] - ETA: 5s - loss: 10.1779 - mean_absolute_error: 2.4247 365/4840 [=>............................] - ETA: 4s - loss: 10.1907 - mean_absolute_error: 2.4240 411/4840 [=>............................] - ETA: 4s - loss: 10.2192 - mean_absolute_error: 2.4287 457/4840 [=>............................] - ETA: 4s - loss: 10.2016 - mean_absolute_error: 2.4258 503/4840 [==>...........................] - ETA: 4s - loss: 10.1905 - mean_absolute_error: 2.4244 549/4840 [==>...........................] - ETA: 4s - loss: 10.2162 - mean_absolute_error: 2.4270 595/4840 [==>...........................] - ETA: 4s - loss: 10.2389 - mean_absolute_error: 2.4323 640/4840 [==>...........................] - ETA: 4s - loss: 10.2539 - mean_absolute_error: 2.4335 685/4840 [===>..........................] - ETA: 4s - loss: 10.2718 - mean_absolute_error: 2.4349 731/4840 [===>..........................] - ETA: 4s - loss: 10.2794 - mean_absolute_error: 2.4360 776/4840 [===>..........................] - ETA: 4s - loss: 10.2890 - mean_absolute_error: 2.4380 822/4840 [====>.........................] - ETA: 4s - loss: 10.2845 - mean_absolute_error: 2.4354 867/4840 [====>.........................] - ETA: 4s - loss: 10.2847 - mean_absolute_error: 2.4357 914/4840 [====>.........................] - ETA: 4s - loss: 10.3240 - mean_absolute_error: 2.4404 959/4840 [====>.........................] - ETA: 4s - loss: 10.3255 - mean_absolute_error: 2.44011005/4840 [=====>........................] - ETA: 4s - loss: 10.3347 - mean_absolute_error: 2.44161051/4840 [=====>........................] - ETA: 4s - loss: 10.3289 - mean_absolute_error: 2.44151097/4840 [=====>........................] - ETA: 4s - loss: 10.3453 - mean_absolute_error: 2.44401142/4840 [======>.......................] - ETA: 4s - loss: 10.3626 - mean_absolute_error: 2.44651188/4840 [======>.......................] - ETA: 4s - loss: 10.3696 - mean_absolute_error: 2.44771232/4840 [======>.......................] - ETA: 3s - loss: 10.3703 - mean_absolute_error: 2.44671279/4840 [======>.......................] - ETA: 3s - loss: 10.3786 - mean_absolute_error: 2.44711326/4840 [=======>......................] - ETA: 3s - loss: 10.3899 - mean_absolute_error: 2.44871373/4840 [=======>......................] - ETA: 3s - loss: 10.3753 - mean_absolute_error: 2.44691419/4840 [=======>......................] - 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mean_absolute_error: 2.45591919/4840 [==========>...................] - ETA: 3s - loss: 10.4377 - mean_absolute_error: 2.45571960/4840 [===========>..................] - ETA: 3s - loss: 10.4316 - mean_absolute_error: 2.45452006/4840 [===========>..................] - ETA: 3s - loss: 10.4291 - mean_absolute_error: 2.45412051/4840 [===========>..................] - ETA: 3s - loss: 10.4233 - mean_absolute_error: 2.45282092/4840 [===========>..................] - ETA: 3s - loss: 10.4116 - mean_absolute_error: 2.45122135/4840 [============>.................] - ETA: 3s - loss: 10.4079 - mean_absolute_error: 2.45102181/4840 [============>.................] - ETA: 2s - loss: 10.4037 - mean_absolute_error: 2.45082227/4840 [============>.................] - ETA: 2s - loss: 10.4118 - mean_absolute_error: 2.45142274/4840 [=============>................] - ETA: 2s - loss: 10.4150 - mean_absolute_error: 2.45162319/4840 [=============>................] - ETA: 2s - loss: 10.4245 - mean_absolute_error: 2.45252364/4840 [=============>................] - ETA: 2s - loss: 10.4163 - mean_absolute_error: 2.45182409/4840 [=============>................] - ETA: 2s - loss: 10.4193 - mean_absolute_error: 2.45172455/4840 [==============>...............] - ETA: 2s - loss: 10.4203 - mean_absolute_error: 2.45182502/4840 [==============>...............] - ETA: 2s - loss: 10.4147 - mean_absolute_error: 2.45102549/4840 [==============>...............] - ETA: 2s - loss: 10.4234 - mean_absolute_error: 2.45222594/4840 [===============>..............] - ETA: 2s - loss: 10.4293 - mean_absolute_error: 2.45302640/4840 [===============>..............] - ETA: 2s - loss: 10.4233 - mean_absolute_error: 2.45172685/4840 [===============>..............] - ETA: 2s - loss: 10.4285 - mean_absolute_error: 2.45222731/4840 [===============>..............] - ETA: 2s - loss: 10.4151 - mean_absolute_error: 2.45082777/4840 [================>.............] - ETA: 2s - loss: 10.4169 - mean_absolute_error: 2.45122823/4840 [================>.............] - ETA: 2s - loss: 10.4258 - mean_absolute_error: 2.45182869/4840 [================>.............] - ETA: 2s - loss: 10.4216 - mean_absolute_error: 2.45112915/4840 [=================>............] - ETA: 2s - loss: 10.4253 - mean_absolute_error: 2.45142962/4840 [=================>............] - ETA: 2s - loss: 10.4351 - mean_absolute_error: 2.45253006/4840 [=================>............] - ETA: 2s - loss: 10.4297 - mean_absolute_error: 2.45173049/4840 [=================>............] - ETA: 1s - loss: 10.4263 - mean_absolute_error: 2.45123094/4840 [==================>...........] - ETA: 1s - loss: 10.4322 - mean_absolute_error: 2.45203139/4840 [==================>...........] - ETA: 1s - loss: 10.4364 - mean_absolute_error: 2.45263186/4840 [==================>...........] - ETA: 1s - loss: 10.4416 - mean_absolute_error: 2.45293232/4840 [===================>..........] - ETA: 1s - loss: 10.4416 - mean_absolute_error: 2.45373278/4840 [===================>..........] - ETA: 1s - loss: 10.4424 - mean_absolute_error: 2.45373322/4840 [===================>..........] - 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mean_absolute_error: 2.45893825/4840 [======================>.......] - ETA: 1s - loss: 10.4836 - mean_absolute_error: 2.45923871/4840 [======================>.......] - ETA: 1s - loss: 10.4907 - mean_absolute_error: 2.46013915/4840 [=======================>......] - ETA: 1s - loss: 10.4951 - mean_absolute_error: 2.46083960/4840 [=======================>......] - ETA: 0s - loss: 10.4959 - mean_absolute_error: 2.46114005/4840 [=======================>......] - ETA: 0s - loss: 10.4966 - mean_absolute_error: 2.46134051/4840 [========================>.....] - ETA: 0s - loss: 10.4974 - mean_absolute_error: 2.46174097/4840 [========================>.....] - ETA: 0s - loss: 10.4989 - mean_absolute_error: 2.46194143/4840 [========================>.....] - ETA: 0s - loss: 10.4969 - mean_absolute_error: 2.46144190/4840 [========================>.....] - ETA: 0s - loss: 10.5026 - mean_absolute_error: 2.46194235/4840 [=========================>....] - ETA: 0s - loss: 10.5069 - mean_absolute_error: 2.46244282/4840 [=========================>....] - ETA: 0s - loss: 10.5039 - mean_absolute_error: 2.46214328/4840 [=========================>....] - ETA: 0s - loss: 10.5070 - mean_absolute_error: 2.46274373/4840 [==========================>...] - ETA: 0s - loss: 10.4982 - mean_absolute_error: 2.46174418/4840 [==========================>...] - ETA: 0s - loss: 10.4954 - mean_absolute_error: 2.46154463/4840 [==========================>...] - ETA: 0s - loss: 10.4920 - mean_absolute_error: 2.46114510/4840 [==========================>...] - ETA: 0s - loss: 10.4892 - mean_absolute_error: 2.46074556/4840 [===========================>..] - ETA: 0s - loss: 10.4953 - mean_absolute_error: 2.46134602/4840 [===========================>..] - ETA: 0s - loss: 10.4988 - mean_absolute_error: 2.46164649/4840 [===========================>..] - ETA: 0s - loss: 10.5008 - mean_absolute_error: 2.46214696/4840 [============================>.] - ETA: 0s - loss: 10.5035 - mean_absolute_error: 2.46224741/4840 [============================>.] - ETA: 0s - loss: 10.5045 - mean_absolute_error: 2.46214787/4840 [============================>.] - ETA: 0s - loss: 10.5024 - mean_absolute_error: 2.46174831/4840 [============================>.] - ETA: 0s - loss: 10.5040 - mean_absolute_error: 2.46194840/4840 [==============================] - 6s 1ms/step - loss: 10.5037 - mean_absolute_error: 2.4619 - val_loss: 11.4928 - val_mean_absolute_error: 2.5829
Epoch 51/100
1/4840 [..............................] - ETA: 4s - loss: 10.4662 - mean_absolute_error: 2.5601 46/4840 [..............................] - ETA: 5s - loss: 10.3312 - mean_absolute_error: 2.4571 92/4840 [..............................] - ETA: 5s - loss: 10.4494 - mean_absolute_error: 2.4694 137/4840 [..............................] - ETA: 5s - loss: 10.4849 - mean_absolute_error: 2.4649 182/4840 [>.............................] - ETA: 5s - loss: 10.4471 - mean_absolute_error: 2.4608 226/4840 [>.............................] - ETA: 5s - loss: 10.4595 - mean_absolute_error: 2.4599 271/4840 [>.............................] - ETA: 5s - loss: 10.5334 - mean_absolute_error: 2.4732 317/4840 [>.............................] - ETA: 5s - loss: 10.5425 - mean_absolute_error: 2.4731 364/4840 [=>............................] - ETA: 4s - loss: 10.5512 - mean_absolute_error: 2.4715 409/4840 [=>............................] - ETA: 4s - loss: 10.5113 - mean_absolute_error: 2.4650 455/4840 [=>............................] - 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mean_absolute_error: 2.4652 964/4840 [====>.........................] - ETA: 4s - loss: 10.5045 - mean_absolute_error: 2.46831010/4840 [=====>........................] - ETA: 4s - loss: 10.5290 - mean_absolute_error: 2.47181055/4840 [=====>........................] - ETA: 4s - loss: 10.5151 - mean_absolute_error: 2.47011101/4840 [=====>........................] - ETA: 4s - loss: 10.5149 - mean_absolute_error: 2.47061146/4840 [======>.......................] - ETA: 4s - loss: 10.5187 - mean_absolute_error: 2.47141191/4840 [======>.......................] - ETA: 4s - loss: 10.4991 - mean_absolute_error: 2.46891236/4840 [======>.......................] - ETA: 3s - loss: 10.5196 - mean_absolute_error: 2.46981282/4840 [======>.......................] - ETA: 3s - loss: 10.5108 - mean_absolute_error: 2.46791327/4840 [=======>......................] - ETA: 3s - loss: 10.5092 - mean_absolute_error: 2.46881372/4840 [=======>......................] - ETA: 3s - loss: 10.4958 - mean_absolute_error: 2.46641419/4840 [=======>......................] - 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mean_absolute_error: 2.45991922/4840 [==========>...................] - ETA: 3s - loss: 10.4591 - mean_absolute_error: 2.46101967/4840 [===========>..................] - ETA: 3s - loss: 10.4660 - mean_absolute_error: 2.46212013/4840 [===========>..................] - ETA: 3s - loss: 10.4714 - mean_absolute_error: 2.46302059/4840 [===========>..................] - ETA: 3s - loss: 10.4861 - mean_absolute_error: 2.46472105/4840 [============>.................] - ETA: 3s - loss: 10.4889 - mean_absolute_error: 2.46502152/4840 [============>.................] - ETA: 2s - loss: 10.4838 - mean_absolute_error: 2.46402198/4840 [============>.................] - ETA: 2s - loss: 10.4788 - mean_absolute_error: 2.46352243/4840 [============>.................] - ETA: 2s - loss: 10.4802 - mean_absolute_error: 2.46312289/4840 [=============>................] - ETA: 2s - loss: 10.4798 - mean_absolute_error: 2.46372336/4840 [=============>................] - ETA: 2s - loss: 10.4812 - mean_absolute_error: 2.46352382/4840 [=============>................] - 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mean_absolute_error: 2.46433843/4840 [======================>.......] - ETA: 1s - loss: 10.5052 - mean_absolute_error: 2.46433889/4840 [=======================>......] - ETA: 1s - loss: 10.5093 - mean_absolute_error: 2.46423935/4840 [=======================>......] - ETA: 0s - loss: 10.5055 - mean_absolute_error: 2.46383980/4840 [=======================>......] - ETA: 0s - loss: 10.5116 - mean_absolute_error: 2.46454026/4840 [=======================>......] - ETA: 0s - loss: 10.5223 - mean_absolute_error: 2.46584073/4840 [========================>.....] - ETA: 0s - loss: 10.5115 - mean_absolute_error: 2.46424118/4840 [========================>.....] - ETA: 0s - loss: 10.5026 - mean_absolute_error: 2.46334166/4840 [========================>.....] - ETA: 0s - loss: 10.4992 - mean_absolute_error: 2.46304212/4840 [=========================>....] - ETA: 0s - loss: 10.4943 - mean_absolute_error: 2.46254259/4840 [=========================>....] - ETA: 0s - loss: 10.4949 - mean_absolute_error: 2.46254305/4840 [=========================>....] - 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mean_absolute_error: 2.46424807/4840 [============================>.] - ETA: 0s - loss: 10.5057 - mean_absolute_error: 2.46354840/4840 [==============================] - 6s 1ms/step - loss: 10.5030 - mean_absolute_error: 2.4631 - val_loss: 11.4920 - val_mean_absolute_error: 2.5815
Epoch 52/100
1/4840 [..............................] - ETA: 9s - loss: 9.3238 - mean_absolute_error: 2.2478 46/4840 [..............................] - ETA: 5s - loss: 9.8764 - mean_absolute_error: 2.3662 92/4840 [..............................] - ETA: 5s - loss: 10.0815 - mean_absolute_error: 2.4013 138/4840 [..............................] - ETA: 5s - loss: 10.1468 - mean_absolute_error: 2.4206 184/4840 [>.............................] - ETA: 5s - loss: 10.1895 - mean_absolute_error: 2.4251 231/4840 [>.............................] - ETA: 5s - loss: 10.2097 - mean_absolute_error: 2.4289 276/4840 [>.............................] - ETA: 5s - loss: 10.2786 - mean_absolute_error: 2.4370 322/4840 [>.............................] - ETA: 4s - loss: 10.3395 - mean_absolute_error: 2.4484 369/4840 [=>............................] - ETA: 4s - loss: 10.3849 - mean_absolute_error: 2.4549 414/4840 [=>............................] - ETA: 4s - loss: 10.3933 - mean_absolute_error: 2.4577 460/4840 [=>............................] - 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ETA: 0s - loss: 10.5057 - mean_absolute_error: 2.46254344/4840 [=========================>....] - ETA: 0s - loss: 10.5006 - mean_absolute_error: 2.46204390/4840 [==========================>...] - ETA: 0s - loss: 10.5003 - mean_absolute_error: 2.46184436/4840 [==========================>...] - ETA: 0s - loss: 10.4977 - mean_absolute_error: 2.46154484/4840 [==========================>...] - ETA: 0s - loss: 10.5012 - mean_absolute_error: 2.46164531/4840 [===========================>..] - ETA: 0s - loss: 10.5023 - mean_absolute_error: 2.46214578/4840 [===========================>..] - ETA: 0s - loss: 10.5008 - mean_absolute_error: 2.46184624/4840 [===========================>..] - ETA: 0s - loss: 10.5026 - mean_absolute_error: 2.46204670/4840 [===========================>..] - ETA: 0s - loss: 10.5011 - mean_absolute_error: 2.46154717/4840 [============================>.] - ETA: 0s - loss: 10.4982 - mean_absolute_error: 2.46124763/4840 [============================>.] - ETA: 0s - loss: 10.5023 - mean_absolute_error: 2.46174808/4840 [============================>.] - ETA: 0s - loss: 10.5037 - mean_absolute_error: 2.46204840/4840 [==============================] - 6s 1ms/step - loss: 10.5029 - mean_absolute_error: 2.4617 - val_loss: 11.4918 - val_mean_absolute_error: 2.5814
Epoch 53/100
1/4840 [..............................] - ETA: 9s - loss: 6.6668 - mean_absolute_error: 1.9233 46/4840 [..............................] - ETA: 5s - loss: 10.5091 - mean_absolute_error: 2.4483 92/4840 [..............................] - ETA: 5s - loss: 10.8385 - mean_absolute_error: 2.4944 137/4840 [..............................] - ETA: 5s - loss: 10.7064 - mean_absolute_error: 2.4826 183/4840 [>.............................] - ETA: 5s - loss: 10.5692 - mean_absolute_error: 2.4606 230/4840 [>.............................] - ETA: 5s - loss: 10.5795 - mean_absolute_error: 2.4607 276/4840 [>.............................] - ETA: 5s - loss: 10.5530 - mean_absolute_error: 2.4611 321/4840 [>.............................] - ETA: 5s - loss: 10.6098 - mean_absolute_error: 2.4716 368/4840 [=>............................] - ETA: 4s - loss: 10.4735 - mean_absolute_error: 2.4537 414/4840 [=>............................] - ETA: 4s - loss: 10.4465 - mean_absolute_error: 2.4541 460/4840 [=>............................] - 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mean_absolute_error: 2.45561909/4840 [==========>...................] - ETA: 3s - loss: 10.4675 - mean_absolute_error: 2.45711955/4840 [===========>..................] - ETA: 3s - loss: 10.4757 - mean_absolute_error: 2.45792001/4840 [===========>..................] - ETA: 3s - loss: 10.4763 - mean_absolute_error: 2.45832048/4840 [===========>..................] - ETA: 3s - loss: 10.4768 - mean_absolute_error: 2.45902093/4840 [===========>..................] - ETA: 3s - loss: 10.4949 - mean_absolute_error: 2.46122138/4840 [============>.................] - ETA: 3s - loss: 10.4970 - mean_absolute_error: 2.46192184/4840 [============>.................] - ETA: 2s - loss: 10.4959 - mean_absolute_error: 2.46182229/4840 [============>.................] - ETA: 2s - loss: 10.5029 - mean_absolute_error: 2.46292274/4840 [=============>................] - ETA: 2s - loss: 10.5008 - mean_absolute_error: 2.46262319/4840 [=============>................] - ETA: 2s - loss: 10.5164 - mean_absolute_error: 2.46462363/4840 [=============>................] - 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mean_absolute_error: 2.46902863/4840 [================>.............] - ETA: 2s - loss: 10.5309 - mean_absolute_error: 2.46742908/4840 [=================>............] - ETA: 2s - loss: 10.5311 - mean_absolute_error: 2.46722953/4840 [=================>............] - ETA: 2s - loss: 10.5354 - mean_absolute_error: 2.46752998/4840 [=================>............] - ETA: 2s - loss: 10.5324 - mean_absolute_error: 2.46733043/4840 [=================>............] - ETA: 2s - loss: 10.5377 - mean_absolute_error: 2.46793089/4840 [==================>...........] - ETA: 1s - loss: 10.5371 - mean_absolute_error: 2.46813135/4840 [==================>...........] - ETA: 1s - loss: 10.5370 - mean_absolute_error: 2.46803180/4840 [==================>...........] - ETA: 1s - loss: 10.5439 - mean_absolute_error: 2.46883226/4840 [==================>...........] - ETA: 1s - loss: 10.5458 - mean_absolute_error: 2.46903271/4840 [===================>..........] - ETA: 1s - loss: 10.5417 - mean_absolute_error: 2.46823318/4840 [===================>..........] - 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mean_absolute_error: 2.46743820/4840 [======================>.......] - ETA: 1s - loss: 10.5376 - mean_absolute_error: 2.46723865/4840 [======================>.......] - ETA: 1s - loss: 10.5428 - mean_absolute_error: 2.46833911/4840 [=======================>......] - ETA: 1s - loss: 10.5324 - mean_absolute_error: 2.46653955/4840 [=======================>......] - ETA: 0s - loss: 10.5270 - mean_absolute_error: 2.46594002/4840 [=======================>......] - ETA: 0s - loss: 10.5298 - mean_absolute_error: 2.46624047/4840 [========================>.....] - ETA: 0s - loss: 10.5171 - mean_absolute_error: 2.46504092/4840 [========================>.....] - ETA: 0s - loss: 10.5197 - mean_absolute_error: 2.46544137/4840 [========================>.....] - ETA: 0s - loss: 10.5208 - mean_absolute_error: 2.46534182/4840 [========================>.....] - ETA: 0s - loss: 10.5205 - mean_absolute_error: 2.46544227/4840 [=========================>....] - ETA: 0s - loss: 10.5292 - mean_absolute_error: 2.46654273/4840 [=========================>....] - 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mean_absolute_error: 2.46204774/4840 [============================>.] - ETA: 0s - loss: 10.4979 - mean_absolute_error: 2.46214820/4840 [============================>.] - ETA: 0s - loss: 10.4998 - mean_absolute_error: 2.46234840/4840 [==============================] - 6s 1ms/step - loss: 10.5029 - mean_absolute_error: 2.4628 - val_loss: 11.4916 - val_mean_absolute_error: 2.5807
Epoch 54/100
1/4840 [..............................] - ETA: 9s - loss: 9.8558 - mean_absolute_error: 2.4724 47/4840 [..............................] - ETA: 5s - loss: 10.8409 - mean_absolute_error: 2.5173 92/4840 [..............................] - ETA: 5s - loss: 10.7971 - mean_absolute_error: 2.5079 138/4840 [..............................] - ETA: 5s - loss: 10.5584 - mean_absolute_error: 2.4784 186/4840 [>.............................] - ETA: 5s - loss: 10.4007 - mean_absolute_error: 2.4531 232/4840 [>.............................] - ETA: 5s - loss: 10.6166 - mean_absolute_error: 2.4754 279/4840 [>.............................] - ETA: 4s - loss: 10.4917 - mean_absolute_error: 2.4557 325/4840 [=>............................] - ETA: 4s - loss: 10.5031 - mean_absolute_error: 2.4589 370/4840 [=>............................] - ETA: 4s - loss: 10.4438 - mean_absolute_error: 2.4499 415/4840 [=>............................] - ETA: 4s - loss: 10.4979 - mean_absolute_error: 2.4567 461/4840 [=>............................] - 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ETA: 0s - loss: 10.4890 - mean_absolute_error: 2.45924359/4840 [==========================>...] - ETA: 0s - loss: 10.4958 - mean_absolute_error: 2.46024404/4840 [==========================>...] - ETA: 0s - loss: 10.4934 - mean_absolute_error: 2.46014449/4840 [==========================>...] - ETA: 0s - loss: 10.4952 - mean_absolute_error: 2.46064496/4840 [==========================>...] - ETA: 0s - loss: 10.4989 - mean_absolute_error: 2.46094541/4840 [===========================>..] - ETA: 0s - loss: 10.4979 - mean_absolute_error: 2.46034587/4840 [===========================>..] - ETA: 0s - loss: 10.4946 - mean_absolute_error: 2.45994633/4840 [===========================>..] - ETA: 0s - loss: 10.4971 - mean_absolute_error: 2.46004680/4840 [============================>.] - ETA: 0s - loss: 10.4996 - mean_absolute_error: 2.46074724/4840 [============================>.] - ETA: 0s - loss: 10.5072 - mean_absolute_error: 2.46174769/4840 [============================>.] - ETA: 0s - loss: 10.5058 - mean_absolute_error: 2.46124815/4840 [============================>.] - ETA: 0s - loss: 10.5048 - mean_absolute_error: 2.46134840/4840 [==============================] - 6s 1ms/step - loss: 10.5031 - mean_absolute_error: 2.4611 - val_loss: 11.4930 - val_mean_absolute_error: 2.5809
Epoch 55/100
1/4840 [..............................] - ETA: 4s - loss: 8.5752 - mean_absolute_error: 2.3345 45/4840 [..............................] - ETA: 5s - loss: 9.8964 - mean_absolute_error: 2.4147 91/4840 [..............................] - ETA: 5s - loss: 10.6327 - mean_absolute_error: 2.4934 136/4840 [..............................] - ETA: 5s - loss: 10.5631 - mean_absolute_error: 2.4758 182/4840 [>.............................] - ETA: 5s - loss: 10.6992 - mean_absolute_error: 2.4943 228/4840 [>.............................] - ETA: 5s - loss: 10.7649 - mean_absolute_error: 2.4912 275/4840 [>.............................] - ETA: 5s - loss: 10.7560 - mean_absolute_error: 2.4908 320/4840 [>.............................] - ETA: 5s - loss: 10.7125 - mean_absolute_error: 2.4856 367/4840 [=>............................] - ETA: 4s - loss: 10.5761 - mean_absolute_error: 2.4690 413/4840 [=>............................] - ETA: 4s - loss: 10.5675 - mean_absolute_error: 2.4678 459/4840 [=>............................] - 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mean_absolute_error: 2.46211919/4840 [==========>...................] - ETA: 3s - loss: 10.5039 - mean_absolute_error: 2.46271964/4840 [===========>..................] - ETA: 3s - loss: 10.5000 - mean_absolute_error: 2.46222011/4840 [===========>..................] - ETA: 3s - loss: 10.4901 - mean_absolute_error: 2.46102058/4840 [===========>..................] - ETA: 3s - loss: 10.5007 - mean_absolute_error: 2.46272105/4840 [============>.................] - ETA: 3s - loss: 10.4914 - mean_absolute_error: 2.46182151/4840 [============>.................] - ETA: 2s - loss: 10.4785 - mean_absolute_error: 2.45972198/4840 [============>.................] - ETA: 2s - loss: 10.4888 - mean_absolute_error: 2.46092245/4840 [============>.................] - ETA: 2s - loss: 10.4815 - mean_absolute_error: 2.46042291/4840 [=============>................] - ETA: 2s - loss: 10.4772 - mean_absolute_error: 2.45912337/4840 [=============>................] - ETA: 2s - loss: 10.4886 - mean_absolute_error: 2.46072381/4840 [=============>................] - 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mean_absolute_error: 2.45872883/4840 [================>.............] - ETA: 2s - loss: 10.4839 - mean_absolute_error: 2.45882930/4840 [=================>............] - ETA: 2s - loss: 10.4912 - mean_absolute_error: 2.45982975/4840 [=================>............] - ETA: 2s - loss: 10.4890 - mean_absolute_error: 2.45943020/4840 [=================>............] - ETA: 2s - loss: 10.4922 - mean_absolute_error: 2.45983064/4840 [=================>............] - ETA: 1s - loss: 10.4948 - mean_absolute_error: 2.46023109/4840 [==================>...........] - ETA: 1s - loss: 10.4854 - mean_absolute_error: 2.45893155/4840 [==================>...........] - ETA: 1s - loss: 10.4806 - mean_absolute_error: 2.45813201/4840 [==================>...........] - ETA: 1s - loss: 10.4815 - mean_absolute_error: 2.45793247/4840 [===================>..........] - ETA: 1s - loss: 10.4756 - mean_absolute_error: 2.45693291/4840 [===================>..........] - ETA: 1s - loss: 10.4812 - mean_absolute_error: 2.45733337/4840 [===================>..........] - 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mean_absolute_error: 2.46103833/4840 [======================>.......] - ETA: 1s - loss: 10.5057 - mean_absolute_error: 2.46153877/4840 [=======================>......] - ETA: 1s - loss: 10.5021 - mean_absolute_error: 2.46123923/4840 [=======================>......] - ETA: 1s - loss: 10.4970 - mean_absolute_error: 2.46063968/4840 [=======================>......] - ETA: 0s - loss: 10.5045 - mean_absolute_error: 2.46194013/4840 [=======================>......] - ETA: 0s - loss: 10.5075 - mean_absolute_error: 2.46244057/4840 [========================>.....] - ETA: 0s - loss: 10.5040 - mean_absolute_error: 2.46184102/4840 [========================>.....] - ETA: 0s - loss: 10.5027 - mean_absolute_error: 2.46184146/4840 [========================>.....] - ETA: 0s - loss: 10.4998 - mean_absolute_error: 2.46174192/4840 [========================>.....] - ETA: 0s - loss: 10.4955 - mean_absolute_error: 2.46124238/4840 [=========================>....] - ETA: 0s - loss: 10.4926 - mean_absolute_error: 2.46094283/4840 [=========================>....] - ETA: 0s - loss: 10.4910 - mean_absolute_error: 2.46074330/4840 [=========================>....] - ETA: 0s - loss: 10.4897 - mean_absolute_error: 2.46084376/4840 [==========================>...] - ETA: 0s - loss: 10.4973 - mean_absolute_error: 2.46174423/4840 [==========================>...] - ETA: 0s - loss: 10.4965 - mean_absolute_error: 2.46154468/4840 [==========================>...] - ETA: 0s - loss: 10.4958 - mean_absolute_error: 2.46144514/4840 [==========================>...] - ETA: 0s - loss: 10.4978 - mean_absolute_error: 2.46194559/4840 [===========================>..] - ETA: 0s - loss: 10.5085 - mean_absolute_error: 2.46294605/4840 [===========================>..] - ETA: 0s - loss: 10.5084 - mean_absolute_error: 2.46314650/4840 [===========================>..] - ETA: 0s - loss: 10.5017 - mean_absolute_error: 2.46234696/4840 [============================>.] - ETA: 0s - loss: 10.4977 - mean_absolute_error: 2.46154740/4840 [============================>.] - ETA: 0s - loss: 10.4957 - mean_absolute_error: 2.46134786/4840 [============================>.] - ETA: 0s - loss: 10.5021 - mean_absolute_error: 2.46214831/4840 [============================>.] - ETA: 0s - loss: 10.5026 - mean_absolute_error: 2.46224840/4840 [==============================] - 6s 1ms/step - loss: 10.5028 - mean_absolute_error: 2.4623 - val_loss: 11.4927 - val_mean_absolute_error: 2.5803
Epoch 56/100
1/4840 [..............................] - ETA: 9s - loss: 8.1016 - mean_absolute_error: 2.1603 46/4840 [..............................] - ETA: 5s - loss: 11.0402 - mean_absolute_error: 2.5284 93/4840 [..............................] - ETA: 5s - loss: 10.4093 - mean_absolute_error: 2.4503 138/4840 [..............................] - ETA: 5s - loss: 10.4021 - mean_absolute_error: 2.4486 183/4840 [>.............................] - ETA: 5s - loss: 10.3236 - mean_absolute_error: 2.4397 229/4840 [>.............................] - ETA: 5s - loss: 10.3819 - mean_absolute_error: 2.4478 275/4840 [>.............................] - ETA: 5s - loss: 10.4127 - mean_absolute_error: 2.4539 321/4840 [>.............................] - ETA: 5s - loss: 10.4803 - mean_absolute_error: 2.4540 366/4840 [=>............................] - ETA: 4s - loss: 10.4910 - mean_absolute_error: 2.4529 412/4840 [=>............................] - ETA: 4s - loss: 10.4297 - mean_absolute_error: 2.4469 458/4840 [=>............................] - 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mean_absolute_error: 2.46043816/4840 [======================>.......] - ETA: 1s - loss: 10.4987 - mean_absolute_error: 2.46133862/4840 [======================>.......] - ETA: 1s - loss: 10.4951 - mean_absolute_error: 2.46113909/4840 [=======================>......] - ETA: 1s - loss: 10.4893 - mean_absolute_error: 2.46053955/4840 [=======================>......] - ETA: 0s - loss: 10.4882 - mean_absolute_error: 2.46044000/4840 [=======================>......] - ETA: 0s - loss: 10.4860 - mean_absolute_error: 2.46004046/4840 [========================>.....] - ETA: 0s - loss: 10.4853 - mean_absolute_error: 2.46024092/4840 [========================>.....] - ETA: 0s - loss: 10.4963 - mean_absolute_error: 2.46134137/4840 [========================>.....] - ETA: 0s - loss: 10.5006 - mean_absolute_error: 2.46174183/4840 [========================>.....] - ETA: 0s - loss: 10.5053 - mean_absolute_error: 2.46224228/4840 [=========================>....] - ETA: 0s - loss: 10.5101 - mean_absolute_error: 2.46264275/4840 [=========================>....] - ETA: 0s - loss: 10.5098 - mean_absolute_error: 2.46264321/4840 [=========================>....] - ETA: 0s - loss: 10.5090 - mean_absolute_error: 2.46274367/4840 [==========================>...] - ETA: 0s - loss: 10.5052 - mean_absolute_error: 2.46214413/4840 [==========================>...] - ETA: 0s - loss: 10.5103 - mean_absolute_error: 2.46254458/4840 [==========================>...] - ETA: 0s - loss: 10.5077 - mean_absolute_error: 2.46234504/4840 [==========================>...] - ETA: 0s - loss: 10.5055 - mean_absolute_error: 2.46174549/4840 [===========================>..] - ETA: 0s - loss: 10.5060 - mean_absolute_error: 2.46194594/4840 [===========================>..] - ETA: 0s - loss: 10.5007 - mean_absolute_error: 2.46124639/4840 [===========================>..] - ETA: 0s - loss: 10.5064 - mean_absolute_error: 2.46194685/4840 [============================>.] - ETA: 0s - loss: 10.5025 - mean_absolute_error: 2.46174732/4840 [============================>.] - ETA: 0s - loss: 10.5055 - mean_absolute_error: 2.46204779/4840 [============================>.] - ETA: 0s - loss: 10.5078 - mean_absolute_error: 2.46244825/4840 [============================>.] - ETA: 0s - loss: 10.5050 - mean_absolute_error: 2.46194840/4840 [==============================] - 6s 1ms/step - loss: 10.5029 - mean_absolute_error: 2.4617 - val_loss: 11.4906 - val_mean_absolute_error: 2.5802
Epoch 57/100
1/4840 [..............................] - ETA: 9s - loss: 10.3917 - mean_absolute_error: 2.3740 46/4840 [..............................] - ETA: 5s - loss: 10.6736 - mean_absolute_error: 2.4817 91/4840 [..............................] - ETA: 5s - loss: 10.8781 - mean_absolute_error: 2.5105 136/4840 [..............................] - ETA: 5s - loss: 10.6316 - mean_absolute_error: 2.4883 181/4840 [>.............................] - ETA: 5s - loss: 10.4001 - mean_absolute_error: 2.4477 225/4840 [>.............................] - ETA: 5s - loss: 10.4367 - mean_absolute_error: 2.4500 270/4840 [>.............................] - ETA: 5s - loss: 10.4370 - mean_absolute_error: 2.4478 313/4840 [>.............................] - ETA: 5s - loss: 10.3961 - mean_absolute_error: 2.4384 358/4840 [=>............................] - ETA: 5s - loss: 10.3984 - mean_absolute_error: 2.4353 406/4840 [=>............................] - ETA: 4s - loss: 10.3818 - mean_absolute_error: 2.4345 453/4840 [=>............................] - 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mean_absolute_error: 2.46171911/4840 [==========>...................] - ETA: 3s - loss: 10.5187 - mean_absolute_error: 2.46171957/4840 [===========>..................] - ETA: 3s - loss: 10.5295 - mean_absolute_error: 2.46332002/4840 [===========>..................] - ETA: 3s - loss: 10.5206 - mean_absolute_error: 2.46282047/4840 [===========>..................] - ETA: 3s - loss: 10.5288 - mean_absolute_error: 2.46492093/4840 [===========>..................] - ETA: 3s - loss: 10.5304 - mean_absolute_error: 2.46502139/4840 [============>.................] - ETA: 2s - loss: 10.5204 - mean_absolute_error: 2.46372185/4840 [============>.................] - ETA: 2s - loss: 10.5184 - mean_absolute_error: 2.46362232/4840 [============>.................] - ETA: 2s - loss: 10.5271 - mean_absolute_error: 2.46442277/4840 [=============>................] - ETA: 2s - loss: 10.5217 - mean_absolute_error: 2.46302322/4840 [=============>................] - ETA: 2s - loss: 10.5247 - mean_absolute_error: 2.46372366/4840 [=============>................] - 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mean_absolute_error: 2.45883820/4840 [======================>.......] - ETA: 1s - loss: 10.4808 - mean_absolute_error: 2.45793867/4840 [======================>.......] - ETA: 1s - loss: 10.4806 - mean_absolute_error: 2.45823912/4840 [=======================>......] - ETA: 1s - loss: 10.4846 - mean_absolute_error: 2.45903959/4840 [=======================>......] - ETA: 0s - loss: 10.4838 - mean_absolute_error: 2.45894005/4840 [=======================>......] - ETA: 0s - loss: 10.4928 - mean_absolute_error: 2.46034051/4840 [========================>.....] - ETA: 0s - loss: 10.4899 - mean_absolute_error: 2.45984097/4840 [========================>.....] - ETA: 0s - loss: 10.4924 - mean_absolute_error: 2.46024143/4840 [========================>.....] - ETA: 0s - loss: 10.4970 - mean_absolute_error: 2.46104188/4840 [========================>.....] - ETA: 0s - loss: 10.5006 - mean_absolute_error: 2.46154233/4840 [=========================>....] - ETA: 0s - loss: 10.4996 - mean_absolute_error: 2.46164276/4840 [=========================>....] - ETA: 0s - loss: 10.4946 - mean_absolute_error: 2.46074320/4840 [=========================>....] - ETA: 0s - loss: 10.4908 - mean_absolute_error: 2.46014365/4840 [==========================>...] - ETA: 0s - loss: 10.4976 - mean_absolute_error: 2.46124410/4840 [==========================>...] - ETA: 0s - loss: 10.5020 - mean_absolute_error: 2.46174457/4840 [==========================>...] - ETA: 0s - loss: 10.5082 - mean_absolute_error: 2.46274502/4840 [==========================>...] - ETA: 0s - loss: 10.5049 - mean_absolute_error: 2.46214548/4840 [===========================>..] - ETA: 0s - loss: 10.5050 - mean_absolute_error: 2.46224594/4840 [===========================>..] - ETA: 0s - loss: 10.5044 - mean_absolute_error: 2.46194639/4840 [===========================>..] - ETA: 0s - loss: 10.5014 - mean_absolute_error: 2.46154684/4840 [============================>.] - ETA: 0s - loss: 10.5030 - mean_absolute_error: 2.46184731/4840 [============================>.] - ETA: 0s - loss: 10.4994 - mean_absolute_error: 2.46174775/4840 [============================>.] - ETA: 0s - loss: 10.4994 - mean_absolute_error: 2.46184821/4840 [============================>.] - ETA: 0s - loss: 10.5027 - mean_absolute_error: 2.46184840/4840 [==============================] - 6s 1ms/step - loss: 10.5025 - mean_absolute_error: 2.4618 - val_loss: 11.4936 - val_mean_absolute_error: 2.5811
Epoch 58/100
1/4840 [..............................] - ETA: 9s - loss: 10.5856 - mean_absolute_error: 2.7257 45/4840 [..............................] - ETA: 5s - loss: 10.6355 - mean_absolute_error: 2.5049 90/4840 [..............................] - ETA: 5s - loss: 10.1254 - mean_absolute_error: 2.4323 135/4840 [..............................] - ETA: 5s - loss: 10.3749 - mean_absolute_error: 2.4574 180/4840 [>.............................] - ETA: 5s - loss: 10.5108 - mean_absolute_error: 2.4758 226/4840 [>.............................] - ETA: 5s - loss: 10.3638 - mean_absolute_error: 2.4553 271/4840 [>.............................] - ETA: 5s - loss: 10.3489 - mean_absolute_error: 2.4541 318/4840 [>.............................] - ETA: 5s - loss: 10.2985 - mean_absolute_error: 2.4436 365/4840 [=>............................] - ETA: 4s - loss: 10.3338 - mean_absolute_error: 2.4457 409/4840 [=>............................] - ETA: 4s - loss: 10.3889 - mean_absolute_error: 2.4512 454/4840 [=>............................] - ETA: 4s - loss: 10.3386 - mean_absolute_error: 2.4443 500/4840 [==>...........................] - ETA: 4s - loss: 10.3997 - mean_absolute_error: 2.4510 546/4840 [==>...........................] - ETA: 4s - loss: 10.3902 - mean_absolute_error: 2.4507 592/4840 [==>...........................] - ETA: 4s - loss: 10.4066 - mean_absolute_error: 2.4527 635/4840 [==>...........................] - ETA: 4s - loss: 10.4177 - mean_absolute_error: 2.4542 681/4840 [===>..........................] - ETA: 4s - loss: 10.4219 - mean_absolute_error: 2.4547 726/4840 [===>..........................] - ETA: 4s - loss: 10.4268 - mean_absolute_error: 2.4530 771/4840 [===>..........................] - ETA: 4s - loss: 10.4207 - mean_absolute_error: 2.4521 818/4840 [====>.........................] - ETA: 4s - loss: 10.3966 - mean_absolute_error: 2.4490 864/4840 [====>.........................] - ETA: 4s - loss: 10.4164 - mean_absolute_error: 2.4504 911/4840 [====>.........................] - ETA: 4s - loss: 10.4220 - 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ETA: 3s - loss: 10.4102 - mean_absolute_error: 2.44961456/4840 [========>.....................] - ETA: 3s - loss: 10.4064 - mean_absolute_error: 2.44841503/4840 [========>.....................] - ETA: 3s - loss: 10.3980 - mean_absolute_error: 2.44721548/4840 [========>.....................] - ETA: 3s - loss: 10.4011 - mean_absolute_error: 2.44711593/4840 [========>.....................] - ETA: 3s - loss: 10.3894 - mean_absolute_error: 2.44531637/4840 [=========>....................] - ETA: 3s - loss: 10.3886 - mean_absolute_error: 2.44491683/4840 [=========>....................] - ETA: 3s - loss: 10.3814 - mean_absolute_error: 2.44411729/4840 [=========>....................] - ETA: 3s - loss: 10.3878 - mean_absolute_error: 2.44461775/4840 [==========>...................] - ETA: 3s - loss: 10.3877 - mean_absolute_error: 2.44501823/4840 [==========>...................] - ETA: 3s - loss: 10.3996 - mean_absolute_error: 2.44601868/4840 [==========>...................] - ETA: 3s - loss: 10.3881 - mean_absolute_error: 2.44431914/4840 [==========>...................] - ETA: 3s - loss: 10.3910 - mean_absolute_error: 2.44441960/4840 [===========>..................] - ETA: 3s - loss: 10.3810 - mean_absolute_error: 2.44332005/4840 [===========>..................] - ETA: 3s - loss: 10.3816 - mean_absolute_error: 2.44402050/4840 [===========>..................] - ETA: 3s - loss: 10.3803 - mean_absolute_error: 2.44402096/4840 [===========>..................] - ETA: 3s - loss: 10.3979 - mean_absolute_error: 2.44652141/4840 [============>.................] - ETA: 2s - loss: 10.3971 - mean_absolute_error: 2.44622188/4840 [============>.................] - ETA: 2s - loss: 10.3994 - mean_absolute_error: 2.44672233/4840 [============>.................] - ETA: 2s - loss: 10.3964 - mean_absolute_error: 2.44662280/4840 [=============>................] - ETA: 2s - loss: 10.4134 - mean_absolute_error: 2.44892325/4840 [=============>................] - ETA: 2s - loss: 10.4160 - mean_absolute_error: 2.45012371/4840 [=============>................] - ETA: 2s - loss: 10.4171 - mean_absolute_error: 2.45042417/4840 [=============>................] - ETA: 2s - loss: 10.4243 - mean_absolute_error: 2.45172462/4840 [==============>...............] - ETA: 2s - loss: 10.4364 - mean_absolute_error: 2.45342510/4840 [==============>...............] - ETA: 2s - loss: 10.4408 - mean_absolute_error: 2.45422555/4840 [==============>...............] - ETA: 2s - loss: 10.4298 - mean_absolute_error: 2.45272601/4840 [===============>..............] - ETA: 2s - loss: 10.4303 - mean_absolute_error: 2.45272646/4840 [===============>..............] - ETA: 2s - loss: 10.4342 - mean_absolute_error: 2.45262692/4840 [===============>..............] - ETA: 2s - loss: 10.4336 - mean_absolute_error: 2.45242736/4840 [===============>..............] - ETA: 2s - loss: 10.4381 - mean_absolute_error: 2.45292782/4840 [================>.............] - ETA: 2s - loss: 10.4424 - mean_absolute_error: 2.45312827/4840 [================>.............] - ETA: 2s - loss: 10.4505 - mean_absolute_error: 2.45442871/4840 [================>.............] - ETA: 2s - loss: 10.4490 - mean_absolute_error: 2.45442916/4840 [=================>............] - ETA: 2s - loss: 10.4510 - mean_absolute_error: 2.45492962/4840 [=================>............] - ETA: 2s - loss: 10.4549 - mean_absolute_error: 2.45583007/4840 [=================>............] - ETA: 2s - loss: 10.4511 - mean_absolute_error: 2.45543054/4840 [=================>............] - ETA: 1s - loss: 10.4533 - mean_absolute_error: 2.45553100/4840 [==================>...........] - ETA: 1s - loss: 10.4570 - mean_absolute_error: 2.45563144/4840 [==================>...........] - ETA: 1s - loss: 10.4636 - mean_absolute_error: 2.45623190/4840 [==================>...........] - ETA: 1s - loss: 10.4553 - mean_absolute_error: 2.45503236/4840 [===================>..........] - ETA: 1s - loss: 10.4500 - mean_absolute_error: 2.45423281/4840 [===================>..........] - ETA: 1s - loss: 10.4533 - mean_absolute_error: 2.45473327/4840 [===================>..........] - ETA: 1s - loss: 10.4484 - mean_absolute_error: 2.45443372/4840 [===================>..........] - ETA: 1s - loss: 10.4434 - mean_absolute_error: 2.45393418/4840 [====================>.........] - ETA: 1s - loss: 10.4436 - mean_absolute_error: 2.45393463/4840 [====================>.........] - ETA: 1s - loss: 10.4404 - mean_absolute_error: 2.45323508/4840 [====================>.........] - ETA: 1s - loss: 10.4521 - mean_absolute_error: 2.45453554/4840 [=====================>........] - ETA: 1s - loss: 10.4520 - mean_absolute_error: 2.45463600/4840 [=====================>........] - ETA: 1s - loss: 10.4629 - mean_absolute_error: 2.45583646/4840 [=====================>........] - ETA: 1s - loss: 10.4633 - mean_absolute_error: 2.45603692/4840 [=====================>........] - ETA: 1s - loss: 10.4620 - mean_absolute_error: 2.45543739/4840 [======================>.......] - ETA: 1s - loss: 10.4730 - mean_absolute_error: 2.45643784/4840 [======================>.......] - ETA: 1s - loss: 10.4704 - mean_absolute_error: 2.45633829/4840 [======================>.......] - ETA: 1s - loss: 10.4671 - mean_absolute_error: 2.45583875/4840 [=======================>......] - ETA: 1s - loss: 10.4713 - mean_absolute_error: 2.45643920/4840 [=======================>......] - ETA: 1s - loss: 10.4638 - mean_absolute_error: 2.45563967/4840 [=======================>......] - ETA: 0s - loss: 10.4660 - mean_absolute_error: 2.45624014/4840 [=======================>......] - ETA: 0s - loss: 10.4732 - mean_absolute_error: 2.45724060/4840 [========================>.....] - ETA: 0s - loss: 10.4756 - mean_absolute_error: 2.45774105/4840 [========================>.....] - ETA: 0s - loss: 10.4827 - mean_absolute_error: 2.45884151/4840 [========================>.....] - ETA: 0s - loss: 10.4861 - mean_absolute_error: 2.45914196/4840 [=========================>....] - ETA: 0s - loss: 10.4905 - mean_absolute_error: 2.45994241/4840 [=========================>....] - ETA: 0s - loss: 10.4939 - mean_absolute_error: 2.46074287/4840 [=========================>....] - ETA: 0s - loss: 10.5010 - mean_absolute_error: 2.46154333/4840 [=========================>....] - ETA: 0s - loss: 10.5014 - mean_absolute_error: 2.46174378/4840 [==========================>...] - ETA: 0s - loss: 10.4964 - mean_absolute_error: 2.46104423/4840 [==========================>...] - ETA: 0s - loss: 10.4948 - mean_absolute_error: 2.46074470/4840 [==========================>...] - ETA: 0s - loss: 10.4954 - mean_absolute_error: 2.46064517/4840 [==========================>...] - ETA: 0s - loss: 10.4947 - mean_absolute_error: 2.46044563/4840 [===========================>..] - ETA: 0s - loss: 10.4877 - mean_absolute_error: 2.45944609/4840 [===========================>..] - ETA: 0s - loss: 10.4890 - mean_absolute_error: 2.45944656/4840 [===========================>..] - ETA: 0s - loss: 10.4932 - mean_absolute_error: 2.46044701/4840 [============================>.] - ETA: 0s - loss: 10.4997 - mean_absolute_error: 2.46104746/4840 [============================>.] - ETA: 0s - loss: 10.5021 - mean_absolute_error: 2.46114792/4840 [============================>.] - ETA: 0s - loss: 10.4997 - mean_absolute_error: 2.46094837/4840 [============================>.] - ETA: 0s - loss: 10.5052 - mean_absolute_error: 2.46164840/4840 [==============================] - 6s 1ms/step - loss: 10.5032 - mean_absolute_error: 2.4614 - val_loss: 11.4929 - val_mean_absolute_error: 2.5807
Epoch 59/100
1/4840 [..............................] - ETA: 9s - loss: 8.7619 - mean_absolute_error: 2.3580 44/4840 [..............................] - ETA: 5s - loss: 10.2710 - mean_absolute_error: 2.4324 87/4840 [..............................] - ETA: 5s - loss: 10.4311 - mean_absolute_error: 2.4464 132/4840 [..............................] - ETA: 5s - loss: 10.3954 - mean_absolute_error: 2.4404 177/4840 [>.............................] - ETA: 5s - loss: 10.5806 - mean_absolute_error: 2.4644 221/4840 [>.............................] - ETA: 5s - loss: 10.5898 - mean_absolute_error: 2.4618 266/4840 [>.............................] - ETA: 5s - loss: 10.5878 - mean_absolute_error: 2.4651 311/4840 [>.............................] - ETA: 5s - loss: 10.5223 - mean_absolute_error: 2.4598 354/4840 [=>............................] - ETA: 5s - loss: 10.4882 - mean_absolute_error: 2.4545 399/4840 [=>............................] - ETA: 5s - loss: 10.3737 - mean_absolute_error: 2.4375 443/4840 [=>............................] - 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mean_absolute_error: 2.4386 936/4840 [====>.........................] - ETA: 4s - loss: 10.3650 - mean_absolute_error: 2.4366 980/4840 [=====>........................] - ETA: 4s - loss: 10.3587 - mean_absolute_error: 2.43761025/4840 [=====>........................] - ETA: 4s - loss: 10.3527 - mean_absolute_error: 2.43671070/4840 [=====>........................] - ETA: 4s - loss: 10.3687 - mean_absolute_error: 2.43851115/4840 [=====>........................] - ETA: 4s - loss: 10.3799 - mean_absolute_error: 2.43891161/4840 [======>.......................] - ETA: 4s - loss: 10.3609 - mean_absolute_error: 2.43641206/4840 [======>.......................] - ETA: 4s - loss: 10.3417 - mean_absolute_error: 2.43271252/4840 [======>.......................] - ETA: 4s - loss: 10.3703 - mean_absolute_error: 2.43691297/4840 [=======>......................] - ETA: 4s - loss: 10.3980 - mean_absolute_error: 2.44031343/4840 [=======>......................] - ETA: 3s - loss: 10.4258 - mean_absolute_error: 2.44371387/4840 [=======>......................] - 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mean_absolute_error: 2.45241879/4840 [==========>...................] - ETA: 3s - loss: 10.4787 - mean_absolute_error: 2.45271923/4840 [==========>...................] - ETA: 3s - loss: 10.4784 - mean_absolute_error: 2.45241968/4840 [===========>..................] - ETA: 3s - loss: 10.4771 - mean_absolute_error: 2.45232013/4840 [===========>..................] - ETA: 3s - loss: 10.4579 - mean_absolute_error: 2.45002059/4840 [===========>..................] - ETA: 3s - loss: 10.4591 - mean_absolute_error: 2.45092103/4840 [============>.................] - ETA: 3s - loss: 10.4466 - mean_absolute_error: 2.44892149/4840 [============>.................] - ETA: 3s - loss: 10.4484 - mean_absolute_error: 2.44982194/4840 [============>.................] - ETA: 2s - loss: 10.4502 - mean_absolute_error: 2.44972239/4840 [============>.................] - ETA: 2s - loss: 10.4566 - mean_absolute_error: 2.45082284/4840 [=============>................] - ETA: 2s - loss: 10.4583 - mean_absolute_error: 2.45092330/4840 [=============>................] - 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mean_absolute_error: 2.46133770/4840 [======================>.......] - ETA: 1s - loss: 10.5242 - mean_absolute_error: 2.46273816/4840 [======================>.......] - ETA: 1s - loss: 10.5217 - mean_absolute_error: 2.46273861/4840 [======================>.......] - ETA: 1s - loss: 10.5260 - mean_absolute_error: 2.46343905/4840 [=======================>......] - ETA: 1s - loss: 10.5245 - mean_absolute_error: 2.46323950/4840 [=======================>......] - ETA: 1s - loss: 10.5293 - mean_absolute_error: 2.46453996/4840 [=======================>......] - ETA: 0s - loss: 10.5239 - mean_absolute_error: 2.46394041/4840 [========================>.....] - ETA: 0s - loss: 10.5250 - mean_absolute_error: 2.46444086/4840 [========================>.....] - ETA: 0s - loss: 10.5261 - mean_absolute_error: 2.46424131/4840 [========================>.....] - ETA: 0s - loss: 10.5229 - mean_absolute_error: 2.46374174/4840 [========================>.....] - ETA: 0s - loss: 10.5281 - mean_absolute_error: 2.46424218/4840 [=========================>....] - 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mean_absolute_error: 2.46404713/4840 [============================>.] - ETA: 0s - loss: 10.5094 - mean_absolute_error: 2.46304757/4840 [============================>.] - ETA: 0s - loss: 10.5137 - mean_absolute_error: 2.46354802/4840 [============================>.] - ETA: 0s - loss: 10.5102 - mean_absolute_error: 2.46314840/4840 [==============================] - 6s 1ms/step - loss: 10.5029 - mean_absolute_error: 2.4622 - val_loss: 11.4926 - val_mean_absolute_error: 2.5802
Epoch 60/100
1/4840 [..............................] - ETA: 9s - loss: 7.9630 - mean_absolute_error: 2.1734 44/4840 [..............................] - ETA: 5s - loss: 10.4071 - mean_absolute_error: 2.4454 89/4840 [..............................] - ETA: 5s - loss: 10.1249 - mean_absolute_error: 2.4052 134/4840 [..............................] - ETA: 5s - loss: 10.4930 - mean_absolute_error: 2.4576 181/4840 [>.............................] - ETA: 5s - loss: 10.4888 - mean_absolute_error: 2.4549 227/4840 [>.............................] - ETA: 5s - loss: 10.4730 - mean_absolute_error: 2.4502 274/4840 [>.............................] - ETA: 5s - loss: 10.3630 - mean_absolute_error: 2.4410 320/4840 [>.............................] - ETA: 5s - loss: 10.4627 - mean_absolute_error: 2.4540 366/4840 [=>............................] - ETA: 4s - loss: 10.4897 - mean_absolute_error: 2.4573 411/4840 [=>............................] - ETA: 4s - loss: 10.5171 - mean_absolute_error: 2.4589 456/4840 [=>............................] - ETA: 4s - loss: 10.5215 - mean_absolute_error: 2.4613 500/4840 [==>...........................] - ETA: 4s - loss: 10.5458 - mean_absolute_error: 2.4641 545/4840 [==>...........................] - ETA: 4s - loss: 10.5427 - mean_absolute_error: 2.4635 590/4840 [==>...........................] - ETA: 4s - loss: 10.5494 - mean_absolute_error: 2.4636 636/4840 [==>...........................] - ETA: 4s - loss: 10.5334 - mean_absolute_error: 2.4628 681/4840 [===>..........................] - ETA: 4s - loss: 10.5052 - mean_absolute_error: 2.4598 728/4840 [===>..........................] - ETA: 4s - loss: 10.4722 - mean_absolute_error: 2.4569 775/4840 [===>..........................] - ETA: 4s - loss: 10.4424 - mean_absolute_error: 2.4523 821/4840 [====>.........................] - ETA: 4s - loss: 10.4188 - mean_absolute_error: 2.4498 867/4840 [====>.........................] - ETA: 4s - loss: 10.4012 - mean_absolute_error: 2.4475 912/4840 [====>.........................] - ETA: 4s - loss: 10.4022 - mean_absolute_error: 2.4491 958/4840 [====>.........................] - ETA: 4s - loss: 10.4149 - mean_absolute_error: 2.45141005/4840 [=====>........................] - ETA: 4s - loss: 10.4199 - mean_absolute_error: 2.45341051/4840 [=====>........................] - ETA: 4s - loss: 10.4808 - mean_absolute_error: 2.46171096/4840 [=====>........................] - ETA: 4s - loss: 10.4950 - mean_absolute_error: 2.46311141/4840 [======>.......................] - ETA: 4s - loss: 10.4838 - mean_absolute_error: 2.46211188/4840 [======>.......................] - ETA: 4s - loss: 10.4859 - mean_absolute_error: 2.46371232/4840 [======>.......................] - ETA: 4s - loss: 10.5077 - mean_absolute_error: 2.46711277/4840 [======>.......................] - ETA: 3s - loss: 10.4922 - mean_absolute_error: 2.46401323/4840 [=======>......................] - ETA: 3s - loss: 10.4938 - mean_absolute_error: 2.46381369/4840 [=======>......................] - ETA: 3s - loss: 10.4717 - mean_absolute_error: 2.46161413/4840 [=======>......................] - ETA: 3s - loss: 10.4818 - mean_absolute_error: 2.46251458/4840 [========>.....................] - ETA: 3s - loss: 10.4847 - mean_absolute_error: 2.46341504/4840 [========>.....................] - ETA: 3s - loss: 10.4892 - mean_absolute_error: 2.46431550/4840 [========>.....................] - ETA: 3s - loss: 10.4970 - mean_absolute_error: 2.46571596/4840 [========>.....................] - ETA: 3s - loss: 10.4917 - mean_absolute_error: 2.46511642/4840 [=========>....................] - ETA: 3s - loss: 10.4866 - mean_absolute_error: 2.46481687/4840 [=========>....................] - ETA: 3s - loss: 10.4885 - mean_absolute_error: 2.46521732/4840 [=========>....................] - ETA: 3s - loss: 10.4855 - mean_absolute_error: 2.46391775/4840 [==========>...................] - ETA: 3s - loss: 10.4774 - mean_absolute_error: 2.46291820/4840 [==========>...................] - ETA: 3s - loss: 10.4564 - mean_absolute_error: 2.46051863/4840 [==========>...................] - ETA: 3s - loss: 10.4686 - mean_absolute_error: 2.46161907/4840 [==========>...................] - ETA: 3s - loss: 10.4723 - mean_absolute_error: 2.46191953/4840 [===========>..................] - ETA: 3s - loss: 10.4601 - mean_absolute_error: 2.45981999/4840 [===========>..................] - ETA: 3s - loss: 10.4499 - mean_absolute_error: 2.45762045/4840 [===========>..................] - ETA: 3s - loss: 10.4479 - mean_absolute_error: 2.45702091/4840 [===========>..................] - ETA: 3s - loss: 10.4632 - mean_absolute_error: 2.45902137/4840 [============>.................] - ETA: 3s - loss: 10.4732 - mean_absolute_error: 2.46062184/4840 [============>.................] - ETA: 2s - loss: 10.4592 - mean_absolute_error: 2.45902229/4840 [============>.................] - ETA: 2s - loss: 10.4615 - mean_absolute_error: 2.45912274/4840 [=============>................] - ETA: 2s - loss: 10.4475 - mean_absolute_error: 2.45702320/4840 [=============>................] - ETA: 2s - loss: 10.4540 - mean_absolute_error: 2.45752365/4840 [=============>................] - ETA: 2s - loss: 10.4488 - mean_absolute_error: 2.45692409/4840 [=============>................] - ETA: 2s - loss: 10.4518 - mean_absolute_error: 2.45672453/4840 [==============>...............] - ETA: 2s - loss: 10.4412 - mean_absolute_error: 2.45532497/4840 [==============>...............] - ETA: 2s - loss: 10.4303 - mean_absolute_error: 2.45462544/4840 [==============>...............] - ETA: 2s - loss: 10.4377 - mean_absolute_error: 2.45522589/4840 [===============>..............] - ETA: 2s - loss: 10.4436 - mean_absolute_error: 2.45572634/4840 [===============>..............] - ETA: 2s - loss: 10.4435 - mean_absolute_error: 2.45512680/4840 [===============>..............] - ETA: 2s - loss: 10.4353 - mean_absolute_error: 2.45432725/4840 [===============>..............] - ETA: 2s - loss: 10.4365 - mean_absolute_error: 2.45492767/4840 [================>.............] - ETA: 2s - loss: 10.4406 - mean_absolute_error: 2.45562808/4840 [================>.............] - ETA: 2s - loss: 10.4377 - mean_absolute_error: 2.45522853/4840 [================>.............] - ETA: 2s - loss: 10.4473 - mean_absolute_error: 2.45682899/4840 [================>.............] - ETA: 2s - loss: 10.4508 - mean_absolute_error: 2.45722945/4840 [=================>............] - ETA: 2s - loss: 10.4688 - mean_absolute_error: 2.45952990/4840 [=================>............] - ETA: 2s - loss: 10.4746 - mean_absolute_error: 2.45973034/4840 [=================>............] - ETA: 2s - loss: 10.4811 - mean_absolute_error: 2.46023079/4840 [==================>...........] - ETA: 1s - loss: 10.4781 - mean_absolute_error: 2.45953124/4840 [==================>...........] - ETA: 1s - loss: 10.4889 - mean_absolute_error: 2.46103170/4840 [==================>...........] - ETA: 1s - loss: 10.4879 - mean_absolute_error: 2.46123216/4840 [==================>...........] - ETA: 1s - loss: 10.4978 - mean_absolute_error: 2.46243261/4840 [===================>..........] - ETA: 1s - loss: 10.4985 - mean_absolute_error: 2.46233305/4840 [===================>..........] - ETA: 1s - loss: 10.5071 - mean_absolute_error: 2.46343350/4840 [===================>..........] - ETA: 1s - loss: 10.5005 - mean_absolute_error: 2.46233395/4840 [====================>.........] - ETA: 1s - loss: 10.4961 - mean_absolute_error: 2.46143441/4840 [====================>.........] - ETA: 1s - loss: 10.4965 - mean_absolute_error: 2.46143487/4840 [====================>.........] - ETA: 1s - loss: 10.4972 - mean_absolute_error: 2.46123533/4840 [====================>.........] - ETA: 1s - loss: 10.4925 - mean_absolute_error: 2.46043577/4840 [=====================>........] - ETA: 1s - loss: 10.4885 - mean_absolute_error: 2.45993623/4840 [=====================>........] - ETA: 1s - loss: 10.4929 - mean_absolute_error: 2.46113667/4840 [=====================>........] - ETA: 1s - loss: 10.4984 - mean_absolute_error: 2.46153713/4840 [======================>.......] - ETA: 1s - loss: 10.4979 - mean_absolute_error: 2.46123758/4840 [======================>.......] - ETA: 1s - loss: 10.4910 - mean_absolute_error: 2.46023804/4840 [======================>.......] - ETA: 1s - loss: 10.4911 - mean_absolute_error: 2.46043850/4840 [======================>.......] - ETA: 1s - loss: 10.4897 - mean_absolute_error: 2.46013896/4840 [=======================>......] - ETA: 1s - loss: 10.4882 - mean_absolute_error: 2.46003942/4840 [=======================>......] - ETA: 1s - loss: 10.4866 - mean_absolute_error: 2.46013987/4840 [=======================>......] - ETA: 0s - loss: 10.4883 - mean_absolute_error: 2.46044032/4840 [=======================>......] - ETA: 0s - loss: 10.4929 - mean_absolute_error: 2.46104077/4840 [========================>.....] - ETA: 0s - loss: 10.4906 - mean_absolute_error: 2.46094122/4840 [========================>.....] - ETA: 0s - loss: 10.4900 - mean_absolute_error: 2.46074167/4840 [========================>.....] - ETA: 0s - loss: 10.4904 - mean_absolute_error: 2.46074212/4840 [=========================>....] - ETA: 0s - loss: 10.4887 - mean_absolute_error: 2.46044258/4840 [=========================>....] - ETA: 0s - loss: 10.4883 - mean_absolute_error: 2.46034303/4840 [=========================>....] - ETA: 0s - loss: 10.4863 - mean_absolute_error: 2.46014349/4840 [=========================>....] - ETA: 0s - loss: 10.4838 - mean_absolute_error: 2.45964395/4840 [==========================>...] - ETA: 0s - loss: 10.4846 - mean_absolute_error: 2.45984440/4840 [==========================>...] - ETA: 0s - loss: 10.4885 - mean_absolute_error: 2.46034485/4840 [==========================>...] - ETA: 0s - loss: 10.4928 - mean_absolute_error: 2.46054530/4840 [===========================>..] - ETA: 0s - loss: 10.4922 - mean_absolute_error: 2.46044576/4840 [===========================>..] - ETA: 0s - loss: 10.4924 - mean_absolute_error: 2.46064620/4840 [===========================>..] - ETA: 0s - loss: 10.4912 - mean_absolute_error: 2.46014665/4840 [===========================>..] - ETA: 0s - loss: 10.4940 - mean_absolute_error: 2.46054709/4840 [============================>.] - ETA: 0s - loss: 10.4939 - mean_absolute_error: 2.46064756/4840 [============================>.] - ETA: 0s - loss: 10.5066 - mean_absolute_error: 2.46214801/4840 [============================>.] - ETA: 0s - loss: 10.5084 - mean_absolute_error: 2.46244840/4840 [==============================] - 6s 1ms/step - loss: 10.5035 - mean_absolute_error: 2.4619 - val_loss: 11.4910 - val_mean_absolute_error: 2.5799
Epoch 61/100
1/4840 [..............................] - ETA: 9s - loss: 11.0032 - mean_absolute_error: 2.4577 47/4840 [..............................] - ETA: 5s - loss: 10.2095 - mean_absolute_error: 2.4127 93/4840 [..............................] - ETA: 5s - loss: 10.0895 - mean_absolute_error: 2.4139 138/4840 [..............................] - ETA: 5s - loss: 10.0687 - mean_absolute_error: 2.4080 183/4840 [>.............................] - ETA: 5s - loss: 10.0328 - mean_absolute_error: 2.4037 230/4840 [>.............................] - ETA: 5s - loss: 10.1400 - mean_absolute_error: 2.4127 277/4840 [>.............................] - ETA: 5s - loss: 10.2374 - mean_absolute_error: 2.4237 324/4840 [=>............................] - ETA: 4s - loss: 10.3869 - mean_absolute_error: 2.4446 370/4840 [=>............................] - ETA: 4s - loss: 10.3536 - mean_absolute_error: 2.4398 416/4840 [=>............................] - ETA: 4s - loss: 10.3248 - mean_absolute_error: 2.4364 461/4840 [=>............................] - ETA: 4s - loss: 10.3105 - mean_absolute_error: 2.4341 507/4840 [==>...........................] - ETA: 4s - loss: 10.2928 - mean_absolute_error: 2.4313 554/4840 [==>...........................] - ETA: 4s - loss: 10.3758 - mean_absolute_error: 2.4400 600/4840 [==>...........................] - ETA: 4s - loss: 10.4436 - mean_absolute_error: 2.4502 645/4840 [==>...........................] - ETA: 4s - loss: 10.4381 - mean_absolute_error: 2.4499 690/4840 [===>..........................] - ETA: 4s - loss: 10.4246 - mean_absolute_error: 2.4489 737/4840 [===>..........................] - ETA: 4s - loss: 10.4037 - mean_absolute_error: 2.4469 783/4840 [===>..........................] - ETA: 4s - loss: 10.4262 - mean_absolute_error: 2.4491 829/4840 [====>.........................] - ETA: 4s - loss: 10.4471 - mean_absolute_error: 2.4542 876/4840 [====>.........................] - ETA: 4s - loss: 10.4505 - mean_absolute_error: 2.4566 922/4840 [====>.........................] - ETA: 4s - loss: 10.4355 - mean_absolute_error: 2.4529 967/4840 [====>.........................] - ETA: 4s - loss: 10.4427 - mean_absolute_error: 2.45411013/4840 [=====>........................] - ETA: 4s - loss: 10.4395 - mean_absolute_error: 2.45481059/4840 [=====>........................] - ETA: 4s - loss: 10.4194 - mean_absolute_error: 2.45251106/4840 [=====>........................] - ETA: 4s - loss: 10.4224 - mean_absolute_error: 2.45351151/4840 [======>.......................] - ETA: 4s - loss: 10.3791 - mean_absolute_error: 2.44791197/4840 [======>.......................] - ETA: 4s - loss: 10.3958 - mean_absolute_error: 2.45091243/4840 [======>.......................] - ETA: 3s - loss: 10.3793 - mean_absolute_error: 2.44871289/4840 [======>.......................] - ETA: 3s - loss: 10.3893 - mean_absolute_error: 2.44971334/4840 [=======>......................] - ETA: 3s - loss: 10.3991 - mean_absolute_error: 2.45031379/4840 [=======>......................] - ETA: 3s - loss: 10.3905 - mean_absolute_error: 2.44971423/4840 [=======>......................] - 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mean_absolute_error: 2.45071924/4840 [==========>...................] - ETA: 3s - loss: 10.4122 - mean_absolute_error: 2.45091969/4840 [===========>..................] - ETA: 3s - loss: 10.4195 - mean_absolute_error: 2.45232014/4840 [===========>..................] - ETA: 3s - loss: 10.4176 - mean_absolute_error: 2.45182059/4840 [===========>..................] - ETA: 3s - loss: 10.4120 - mean_absolute_error: 2.45102104/4840 [============>.................] - ETA: 3s - loss: 10.4237 - mean_absolute_error: 2.45152150/4840 [============>.................] - ETA: 2s - loss: 10.4377 - mean_absolute_error: 2.45292198/4840 [============>.................] - ETA: 2s - loss: 10.4389 - mean_absolute_error: 2.45322245/4840 [============>.................] - ETA: 2s - loss: 10.4577 - mean_absolute_error: 2.45532290/4840 [=============>................] - ETA: 2s - loss: 10.4604 - mean_absolute_error: 2.45542338/4840 [=============>................] - ETA: 2s - loss: 10.4602 - mean_absolute_error: 2.45572383/4840 [=============>................] - ETA: 2s - loss: 10.4548 - mean_absolute_error: 2.45492428/4840 [==============>...............] - ETA: 2s - loss: 10.4511 - mean_absolute_error: 2.45472472/4840 [==============>...............] - ETA: 2s - loss: 10.4541 - mean_absolute_error: 2.45422518/4840 [==============>...............] - ETA: 2s - loss: 10.4610 - mean_absolute_error: 2.45532566/4840 [==============>...............] - ETA: 2s - loss: 10.4727 - mean_absolute_error: 2.45622612/4840 [===============>..............] - ETA: 2s - loss: 10.4656 - mean_absolute_error: 2.45492657/4840 [===============>..............] - ETA: 2s - loss: 10.4761 - mean_absolute_error: 2.45622702/4840 [===============>..............] - ETA: 2s - loss: 10.4733 - mean_absolute_error: 2.45592747/4840 [================>.............] - ETA: 2s - loss: 10.4822 - mean_absolute_error: 2.45692791/4840 [================>.............] - ETA: 2s - loss: 10.4785 - mean_absolute_error: 2.45642836/4840 [================>.............] - ETA: 2s - loss: 10.4787 - 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mean_absolute_error: 2.45863820/4840 [======================>.......] - ETA: 1s - loss: 10.4751 - mean_absolute_error: 2.45853866/4840 [======================>.......] - ETA: 1s - loss: 10.4747 - mean_absolute_error: 2.45833912/4840 [=======================>......] - ETA: 1s - loss: 10.4694 - mean_absolute_error: 2.45753958/4840 [=======================>......] - ETA: 0s - loss: 10.4742 - mean_absolute_error: 2.45804004/4840 [=======================>......] - ETA: 0s - loss: 10.4771 - mean_absolute_error: 2.45854050/4840 [========================>.....] - ETA: 0s - loss: 10.4801 - mean_absolute_error: 2.45894091/4840 [========================>.....] - ETA: 0s - loss: 10.4906 - mean_absolute_error: 2.46024137/4840 [========================>.....] - ETA: 0s - loss: 10.4963 - mean_absolute_error: 2.46094184/4840 [========================>.....] - ETA: 0s - loss: 10.5014 - mean_absolute_error: 2.46154229/4840 [=========================>....] - ETA: 0s - loss: 10.4978 - mean_absolute_error: 2.46064274/4840 [=========================>....] - ETA: 0s - loss: 10.4953 - mean_absolute_error: 2.46054320/4840 [=========================>....] - ETA: 0s - loss: 10.4948 - mean_absolute_error: 2.46054366/4840 [==========================>...] - ETA: 0s - loss: 10.5068 - mean_absolute_error: 2.46234413/4840 [==========================>...] - ETA: 0s - loss: 10.5086 - mean_absolute_error: 2.46264460/4840 [==========================>...] - ETA: 0s - loss: 10.5008 - mean_absolute_error: 2.46184507/4840 [==========================>...] - ETA: 0s - loss: 10.4995 - mean_absolute_error: 2.46184554/4840 [===========================>..] - ETA: 0s - loss: 10.4992 - mean_absolute_error: 2.46184600/4840 [===========================>..] - ETA: 0s - loss: 10.4992 - mean_absolute_error: 2.46164646/4840 [===========================>..] - ETA: 0s - loss: 10.5004 - mean_absolute_error: 2.46164691/4840 [============================>.] - ETA: 0s - loss: 10.4995 - mean_absolute_error: 2.46134737/4840 [============================>.] - ETA: 0s - loss: 10.5054 - mean_absolute_error: 2.46184783/4840 [============================>.] - ETA: 0s - loss: 10.5087 - mean_absolute_error: 2.46234830/4840 [============================>.] - ETA: 0s - loss: 10.5023 - mean_absolute_error: 2.46144840/4840 [==============================] - 6s 1ms/step - loss: 10.5031 - mean_absolute_error: 2.4614 - val_loss: 11.4921 - val_mean_absolute_error: 2.5802
Epoch 62/100
1/4840 [..............................] - ETA: 9s - loss: 12.6650 - mean_absolute_error: 2.8136 47/4840 [..............................] - ETA: 5s - loss: 10.6547 - mean_absolute_error: 2.4887 91/4840 [..............................] - ETA: 5s - loss: 10.8062 - mean_absolute_error: 2.5089 137/4840 [..............................] - ETA: 5s - loss: 10.4847 - mean_absolute_error: 2.4616 184/4840 [>.............................] - ETA: 5s - loss: 10.4652 - mean_absolute_error: 2.4605 229/4840 [>.............................] - ETA: 5s - loss: 10.4547 - mean_absolute_error: 2.4565 275/4840 [>.............................] - ETA: 5s - loss: 10.4470 - mean_absolute_error: 2.4516 320/4840 [>.............................] - ETA: 5s - loss: 10.5227 - mean_absolute_error: 2.4623 366/4840 [=>............................] - ETA: 4s - loss: 10.3739 - mean_absolute_error: 2.4420 411/4840 [=>............................] - ETA: 4s - loss: 10.3868 - mean_absolute_error: 2.4439 457/4840 [=>............................] - ETA: 4s - loss: 10.4054 - mean_absolute_error: 2.4468 503/4840 [==>...........................] - ETA: 4s - loss: 10.3885 - mean_absolute_error: 2.4452 548/4840 [==>...........................] - ETA: 4s - loss: 10.3876 - mean_absolute_error: 2.4450 593/4840 [==>...........................] - ETA: 4s - loss: 10.3482 - mean_absolute_error: 2.4386 639/4840 [==>...........................] - ETA: 4s - loss: 10.3300 - mean_absolute_error: 2.4387 685/4840 [===>..........................] - ETA: 4s - loss: 10.3147 - mean_absolute_error: 2.4374 729/4840 [===>..........................] - ETA: 4s - loss: 10.3266 - mean_absolute_error: 2.4403 775/4840 [===>..........................] - ETA: 4s - loss: 10.3390 - mean_absolute_error: 2.4421 822/4840 [====>.........................] - ETA: 4s - loss: 10.3682 - mean_absolute_error: 2.4459 868/4840 [====>.........................] - ETA: 4s - loss: 10.3755 - mean_absolute_error: 2.4452 913/4840 [====>.........................] - ETA: 4s - loss: 10.3958 - mean_absolute_error: 2.4486 959/4840 [====>.........................] - ETA: 4s - loss: 10.3836 - mean_absolute_error: 2.44641004/4840 [=====>........................] - ETA: 4s - loss: 10.4102 - mean_absolute_error: 2.45031050/4840 [=====>........................] - ETA: 4s - loss: 10.4209 - mean_absolute_error: 2.45161097/4840 [=====>........................] - ETA: 4s - loss: 10.3747 - mean_absolute_error: 2.44541142/4840 [======>.......................] - ETA: 4s - loss: 10.3684 - mean_absolute_error: 2.44541188/4840 [======>.......................] - ETA: 4s - loss: 10.3703 - mean_absolute_error: 2.44591234/4840 [======>.......................] - ETA: 3s - loss: 10.4093 - mean_absolute_error: 2.45011279/4840 [======>.......................] - ETA: 3s - loss: 10.3712 - mean_absolute_error: 2.44531324/4840 [=======>......................] - ETA: 3s - loss: 10.3614 - mean_absolute_error: 2.44421369/4840 [=======>......................] - ETA: 3s - loss: 10.3711 - mean_absolute_error: 2.44601415/4840 [=======>......................] - 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mean_absolute_error: 2.44191914/4840 [==========>...................] - ETA: 3s - loss: 10.3638 - mean_absolute_error: 2.44391959/4840 [===========>..................] - ETA: 3s - loss: 10.3569 - mean_absolute_error: 2.44282004/4840 [===========>..................] - ETA: 3s - loss: 10.3514 - mean_absolute_error: 2.44152048/4840 [===========>..................] - ETA: 3s - loss: 10.3600 - mean_absolute_error: 2.44312094/4840 [===========>..................] - ETA: 3s - loss: 10.3669 - mean_absolute_error: 2.44372139/4840 [============>.................] - ETA: 3s - loss: 10.3705 - mean_absolute_error: 2.44422186/4840 [============>.................] - ETA: 2s - loss: 10.3793 - mean_absolute_error: 2.44562231/4840 [============>.................] - ETA: 2s - loss: 10.3761 - mean_absolute_error: 2.44522277/4840 [=============>................] - ETA: 2s - loss: 10.3914 - mean_absolute_error: 2.44722323/4840 [=============>................] - ETA: 2s - loss: 10.4005 - mean_absolute_error: 2.44832369/4840 [=============>................] - ETA: 2s - loss: 10.4036 - mean_absolute_error: 2.44792416/4840 [=============>................] - ETA: 2s - loss: 10.4256 - mean_absolute_error: 2.45082461/4840 [==============>...............] - ETA: 2s - loss: 10.4214 - mean_absolute_error: 2.44992507/4840 [==============>...............] - ETA: 2s - loss: 10.4227 - mean_absolute_error: 2.44962552/4840 [==============>...............] - ETA: 2s - loss: 10.4306 - mean_absolute_error: 2.45102598/4840 [===============>..............] - ETA: 2s - loss: 10.4275 - mean_absolute_error: 2.45082643/4840 [===============>..............] - ETA: 2s - loss: 10.4150 - mean_absolute_error: 2.44932687/4840 [===============>..............] - ETA: 2s - loss: 10.4077 - mean_absolute_error: 2.44862732/4840 [===============>..............] - ETA: 2s - loss: 10.4060 - mean_absolute_error: 2.44862779/4840 [================>.............] - ETA: 2s - loss: 10.4143 - mean_absolute_error: 2.44902825/4840 [================>.............] - ETA: 2s - loss: 10.4182 - mean_absolute_error: 2.44942871/4840 [================>.............] - ETA: 2s - loss: 10.4198 - mean_absolute_error: 2.44972916/4840 [=================>............] - ETA: 2s - loss: 10.4275 - mean_absolute_error: 2.45112962/4840 [=================>............] - ETA: 2s - loss: 10.4325 - mean_absolute_error: 2.45213008/4840 [=================>............] - ETA: 2s - loss: 10.4442 - mean_absolute_error: 2.45343054/4840 [=================>............] - ETA: 1s - loss: 10.4395 - mean_absolute_error: 2.45303101/4840 [==================>...........] - ETA: 1s - loss: 10.4339 - mean_absolute_error: 2.45183148/4840 [==================>...........] - ETA: 1s - loss: 10.4341 - mean_absolute_error: 2.45183194/4840 [==================>...........] - ETA: 1s - loss: 10.4310 - mean_absolute_error: 2.45183240/4840 [===================>..........] - ETA: 1s - loss: 10.4268 - mean_absolute_error: 2.45153286/4840 [===================>..........] - ETA: 1s - loss: 10.4223 - mean_absolute_error: 2.45103328/4840 [===================>..........] - 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mean_absolute_error: 2.45343831/4840 [======================>.......] - ETA: 1s - loss: 10.4543 - mean_absolute_error: 2.45443876/4840 [=======================>......] - ETA: 1s - loss: 10.4578 - mean_absolute_error: 2.45463922/4840 [=======================>......] - ETA: 1s - loss: 10.4640 - mean_absolute_error: 2.45533968/4840 [=======================>......] - ETA: 0s - loss: 10.4772 - mean_absolute_error: 2.45724013/4840 [=======================>......] - ETA: 0s - loss: 10.4765 - mean_absolute_error: 2.45714059/4840 [========================>.....] - ETA: 0s - loss: 10.4794 - mean_absolute_error: 2.45764104/4840 [========================>.....] - ETA: 0s - loss: 10.4789 - mean_absolute_error: 2.45784150/4840 [========================>.....] - ETA: 0s - loss: 10.4819 - mean_absolute_error: 2.45834196/4840 [=========================>....] - ETA: 0s - loss: 10.4818 - mean_absolute_error: 2.45834242/4840 [=========================>....] - ETA: 0s - loss: 10.4773 - mean_absolute_error: 2.45794287/4840 [=========================>....] - ETA: 0s - loss: 10.4796 - mean_absolute_error: 2.45814333/4840 [=========================>....] - ETA: 0s - loss: 10.4803 - mean_absolute_error: 2.45834379/4840 [==========================>...] - ETA: 0s - loss: 10.4807 - mean_absolute_error: 2.45844425/4840 [==========================>...] - ETA: 0s - loss: 10.4835 - mean_absolute_error: 2.45884471/4840 [==========================>...] - ETA: 0s - loss: 10.4854 - mean_absolute_error: 2.45904515/4840 [==========================>...] - ETA: 0s - loss: 10.4895 - mean_absolute_error: 2.45954560/4840 [===========================>..] - ETA: 0s - loss: 10.4881 - mean_absolute_error: 2.45904606/4840 [===========================>..] - ETA: 0s - loss: 10.4852 - mean_absolute_error: 2.45854652/4840 [===========================>..] - ETA: 0s - loss: 10.4874 - mean_absolute_error: 2.45864699/4840 [============================>.] - ETA: 0s - loss: 10.4965 - mean_absolute_error: 2.45954745/4840 [============================>.] - ETA: 0s - loss: 10.4913 - mean_absolute_error: 2.45904792/4840 [============================>.] - ETA: 0s - loss: 10.4961 - mean_absolute_error: 2.45974838/4840 [============================>.] - ETA: 0s - loss: 10.5029 - mean_absolute_error: 2.46064840/4840 [==============================] - 6s 1ms/step - loss: 10.5033 - mean_absolute_error: 2.4607 - val_loss: 11.4911 - val_mean_absolute_error: 2.5805
Epoch 63/100
1/4840 [..............................] - ETA: 9s - loss: 7.8930 - mean_absolute_error: 1.8929 45/4840 [..............................] - ETA: 5s - loss: 11.1276 - mean_absolute_error: 2.5031 89/4840 [..............................] - ETA: 5s - loss: 10.6312 - mean_absolute_error: 2.4457 134/4840 [..............................] - ETA: 5s - loss: 10.5539 - mean_absolute_error: 2.4472 179/4840 [>.............................] - ETA: 5s - loss: 10.4443 - mean_absolute_error: 2.4341 223/4840 [>.............................] - ETA: 5s - loss: 10.2779 - mean_absolute_error: 2.4206 268/4840 [>.............................] - ETA: 5s - loss: 10.2968 - mean_absolute_error: 2.4246 314/4840 [>.............................] - ETA: 5s - loss: 10.3639 - mean_absolute_error: 2.4328 358/4840 [=>............................] - ETA: 5s - loss: 10.3452 - mean_absolute_error: 2.4340 401/4840 [=>............................] - ETA: 5s - loss: 10.3282 - mean_absolute_error: 2.4331 445/4840 [=>............................] - ETA: 4s - loss: 10.3010 - mean_absolute_error: 2.4317 490/4840 [==>...........................] - ETA: 4s - loss: 10.3091 - mean_absolute_error: 2.4336 535/4840 [==>...........................] - ETA: 4s - loss: 10.3075 - mean_absolute_error: 2.4353 579/4840 [==>...........................] - ETA: 4s - loss: 10.2608 - mean_absolute_error: 2.4307 623/4840 [==>...........................] - ETA: 4s - loss: 10.2635 - mean_absolute_error: 2.4325 667/4840 [===>..........................] - ETA: 4s - loss: 10.3184 - mean_absolute_error: 2.4382 712/4840 [===>..........................] - ETA: 4s - loss: 10.3115 - mean_absolute_error: 2.4380 757/4840 [===>..........................] - ETA: 4s - loss: 10.3688 - mean_absolute_error: 2.4454 803/4840 [===>..........................] - ETA: 4s - loss: 10.3902 - mean_absolute_error: 2.4484 848/4840 [====>.........................] - ETA: 4s - loss: 10.3945 - mean_absolute_error: 2.4488 892/4840 [====>.........................] - ETA: 4s - loss: 10.3608 - mean_absolute_error: 2.4448 937/4840 [====>.........................] - ETA: 4s - loss: 10.3714 - mean_absolute_error: 2.4444 984/4840 [=====>........................] - ETA: 4s - loss: 10.3605 - mean_absolute_error: 2.44361030/4840 [=====>........................] - ETA: 4s - loss: 10.3795 - mean_absolute_error: 2.44611075/4840 [=====>........................] - ETA: 4s - loss: 10.3979 - mean_absolute_error: 2.44761121/4840 [=====>........................] - ETA: 4s - loss: 10.3980 - mean_absolute_error: 2.44771168/4840 [======>.......................] - ETA: 4s - loss: 10.4077 - mean_absolute_error: 2.44811212/4840 [======>.......................] - ETA: 4s - loss: 10.3920 - mean_absolute_error: 2.44551256/4840 [======>.......................] - ETA: 4s - loss: 10.4171 - mean_absolute_error: 2.44891300/4840 [=======>......................] - ETA: 3s - loss: 10.4116 - mean_absolute_error: 2.44851345/4840 [=======>......................] - ETA: 3s - loss: 10.3938 - mean_absolute_error: 2.44641391/4840 [=======>......................] - 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mean_absolute_error: 2.45591890/4840 [==========>...................] - ETA: 3s - loss: 10.4659 - mean_absolute_error: 2.45861935/4840 [==========>...................] - ETA: 3s - loss: 10.4761 - mean_absolute_error: 2.46011981/4840 [===========>..................] - ETA: 3s - loss: 10.4900 - mean_absolute_error: 2.46182025/4840 [===========>..................] - ETA: 3s - loss: 10.4926 - mean_absolute_error: 2.46242071/4840 [===========>..................] - ETA: 3s - loss: 10.4875 - mean_absolute_error: 2.46152117/4840 [============>.................] - ETA: 3s - loss: 10.4944 - mean_absolute_error: 2.46222163/4840 [============>.................] - ETA: 3s - loss: 10.4907 - mean_absolute_error: 2.46152206/4840 [============>.................] - ETA: 2s - loss: 10.4769 - mean_absolute_error: 2.45892251/4840 [============>.................] - ETA: 2s - loss: 10.4708 - mean_absolute_error: 2.45842296/4840 [=============>................] - ETA: 2s - loss: 10.4564 - mean_absolute_error: 2.45692340/4840 [=============>................] - 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mean_absolute_error: 2.45833799/4840 [======================>.......] - ETA: 1s - loss: 10.4906 - mean_absolute_error: 2.45933845/4840 [======================>.......] - ETA: 1s - loss: 10.4931 - mean_absolute_error: 2.45993892/4840 [=======================>......] - ETA: 1s - loss: 10.4915 - mean_absolute_error: 2.45983937/4840 [=======================>......] - ETA: 1s - loss: 10.4890 - mean_absolute_error: 2.45963981/4840 [=======================>......] - ETA: 0s - loss: 10.4910 - mean_absolute_error: 2.46014024/4840 [=======================>......] - ETA: 0s - loss: 10.4892 - mean_absolute_error: 2.45994069/4840 [========================>.....] - ETA: 0s - loss: 10.4944 - mean_absolute_error: 2.46064115/4840 [========================>.....] - ETA: 0s - loss: 10.4948 - mean_absolute_error: 2.46064161/4840 [========================>.....] - ETA: 0s - loss: 10.4883 - mean_absolute_error: 2.45964208/4840 [=========================>....] - ETA: 0s - loss: 10.4899 - mean_absolute_error: 2.46004254/4840 [=========================>....] - 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mean_absolute_error: 2.46154748/4840 [============================>.] - ETA: 0s - loss: 10.5014 - mean_absolute_error: 2.46094795/4840 [============================>.] - ETA: 0s - loss: 10.5060 - mean_absolute_error: 2.46164840/4840 [==============================] - ETA: 0s - loss: 10.5033 - mean_absolute_error: 2.46154840/4840 [==============================] - 6s 1ms/step - loss: 10.5033 - mean_absolute_error: 2.4615 - val_loss: 11.4894 - val_mean_absolute_error: 2.5809
Epoch 64/100
1/4840 [..............................] - ETA: 9s - loss: 5.2791 - mean_absolute_error: 1.7903 48/4840 [..............................] - ETA: 5s - loss: 10.3784 - mean_absolute_error: 2.4509 94/4840 [..............................] - ETA: 5s - loss: 10.7122 - mean_absolute_error: 2.4980 140/4840 [..............................] - ETA: 5s - loss: 10.7521 - mean_absolute_error: 2.5009 185/4840 [>.............................] - ETA: 5s - loss: 10.5934 - mean_absolute_error: 2.4828 232/4840 [>.............................] - ETA: 5s - loss: 10.5309 - mean_absolute_error: 2.4712 278/4840 [>.............................] - ETA: 4s - loss: 10.5404 - mean_absolute_error: 2.4696 325/4840 [=>............................] - ETA: 4s - loss: 10.5490 - mean_absolute_error: 2.4751 371/4840 [=>............................] - ETA: 4s - loss: 10.5232 - mean_absolute_error: 2.4742 418/4840 [=>............................] - ETA: 4s - loss: 10.5187 - mean_absolute_error: 2.4725 463/4840 [=>............................] - ETA: 4s - loss: 10.4526 - mean_absolute_error: 2.4641 510/4840 [==>...........................] - ETA: 4s - loss: 10.4221 - mean_absolute_error: 2.4571 558/4840 [==>...........................] - ETA: 4s - loss: 10.3693 - mean_absolute_error: 2.4504 603/4840 [==>...........................] - ETA: 4s - loss: 10.4239 - mean_absolute_error: 2.4545 649/4840 [===>..........................] - ETA: 4s - loss: 10.4471 - mean_absolute_error: 2.4579 693/4840 [===>..........................] - ETA: 4s - loss: 10.4439 - mean_absolute_error: 2.4578 738/4840 [===>..........................] - ETA: 4s - loss: 10.4306 - mean_absolute_error: 2.4567 782/4840 [===>..........................] - ETA: 4s - loss: 10.4216 - mean_absolute_error: 2.4566 828/4840 [====>.........................] - ETA: 4s - loss: 10.3708 - mean_absolute_error: 2.4490 873/4840 [====>.........................] - ETA: 4s - loss: 10.3593 - mean_absolute_error: 2.4470 919/4840 [====>.........................] - ETA: 4s - loss: 10.3895 - mean_absolute_error: 2.4508 965/4840 [====>.........................] - ETA: 4s - loss: 10.3850 - mean_absolute_error: 2.44911011/4840 [=====>........................] - ETA: 4s - loss: 10.3859 - mean_absolute_error: 2.45091056/4840 [=====>........................] - ETA: 4s - loss: 10.3671 - mean_absolute_error: 2.44811102/4840 [=====>........................] - ETA: 4s - loss: 10.3740 - mean_absolute_error: 2.44921148/4840 [======>.......................] - ETA: 4s - loss: 10.3767 - mean_absolute_error: 2.44911195/4840 [======>.......................] - ETA: 4s - loss: 10.3856 - mean_absolute_error: 2.45121241/4840 [======>.......................] - ETA: 3s - loss: 10.3690 - mean_absolute_error: 2.44861287/4840 [======>.......................] - ETA: 3s - loss: 10.3703 - mean_absolute_error: 2.44971334/4840 [=======>......................] - ETA: 3s - loss: 10.3875 - mean_absolute_error: 2.45211380/4840 [=======>......................] - ETA: 3s - loss: 10.3816 - mean_absolute_error: 2.45181426/4840 [=======>......................] - 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mean_absolute_error: 2.46091921/4840 [==========>...................] - ETA: 3s - loss: 10.4704 - mean_absolute_error: 2.45991966/4840 [===========>..................] - ETA: 3s - loss: 10.4669 - mean_absolute_error: 2.45992012/4840 [===========>..................] - ETA: 3s - loss: 10.4573 - mean_absolute_error: 2.45952057/4840 [===========>..................] - ETA: 3s - loss: 10.4662 - mean_absolute_error: 2.46062103/4840 [============>.................] - ETA: 3s - loss: 10.4697 - mean_absolute_error: 2.46102150/4840 [============>.................] - ETA: 2s - loss: 10.4622 - mean_absolute_error: 2.45982195/4840 [============>.................] - ETA: 2s - loss: 10.4506 - mean_absolute_error: 2.45822240/4840 [============>.................] - ETA: 2s - loss: 10.4596 - mean_absolute_error: 2.45912285/4840 [=============>................] - ETA: 2s - loss: 10.4634 - mean_absolute_error: 2.45962330/4840 [=============>................] - ETA: 2s - loss: 10.4630 - mean_absolute_error: 2.45922376/4840 [=============>................] - ETA: 2s - loss: 10.4595 - mean_absolute_error: 2.45912422/4840 [==============>...............] - ETA: 2s - loss: 10.4707 - mean_absolute_error: 2.45962470/4840 [==============>...............] - ETA: 2s - loss: 10.4721 - mean_absolute_error: 2.45912515/4840 [==============>...............] - ETA: 2s - loss: 10.4694 - mean_absolute_error: 2.45962561/4840 [==============>...............] - ETA: 2s - loss: 10.4732 - mean_absolute_error: 2.46032605/4840 [===============>..............] - ETA: 2s - loss: 10.4711 - mean_absolute_error: 2.46012651/4840 [===============>..............] - ETA: 2s - loss: 10.4597 - mean_absolute_error: 2.45912696/4840 [===============>..............] - ETA: 2s - loss: 10.4662 - mean_absolute_error: 2.45992742/4840 [===============>..............] - ETA: 2s - loss: 10.4666 - mean_absolute_error: 2.46002788/4840 [================>.............] - ETA: 2s - loss: 10.4741 - mean_absolute_error: 2.46102833/4840 [================>.............] - ETA: 2s - loss: 10.4675 - mean_absolute_error: 2.45962878/4840 [================>.............] - ETA: 2s - loss: 10.4719 - mean_absolute_error: 2.46022924/4840 [=================>............] - ETA: 2s - loss: 10.4719 - mean_absolute_error: 2.45982971/4840 [=================>............] - ETA: 2s - loss: 10.4731 - mean_absolute_error: 2.45973017/4840 [=================>............] - ETA: 2s - loss: 10.4810 - mean_absolute_error: 2.46063063/4840 [=================>............] - ETA: 1s - loss: 10.4940 - mean_absolute_error: 2.46193109/4840 [==================>...........] - ETA: 1s - loss: 10.4991 - mean_absolute_error: 2.46223154/4840 [==================>...........] - ETA: 1s - loss: 10.4933 - mean_absolute_error: 2.46163200/4840 [==================>...........] - ETA: 1s - loss: 10.4961 - mean_absolute_error: 2.46203246/4840 [===================>..........] - ETA: 1s - loss: 10.4890 - mean_absolute_error: 2.46083291/4840 [===================>..........] - ETA: 1s - loss: 10.4841 - mean_absolute_error: 2.46013337/4840 [===================>..........] - ETA: 1s - loss: 10.4750 - mean_absolute_error: 2.45893382/4840 [===================>..........] - ETA: 1s - loss: 10.4749 - mean_absolute_error: 2.45893429/4840 [====================>.........] - ETA: 1s - loss: 10.4757 - mean_absolute_error: 2.45943474/4840 [====================>.........] - ETA: 1s - loss: 10.4754 - mean_absolute_error: 2.45953517/4840 [====================>.........] - ETA: 1s - loss: 10.4792 - mean_absolute_error: 2.46013563/4840 [=====================>........] - ETA: 1s - loss: 10.4709 - mean_absolute_error: 2.45893608/4840 [=====================>........] - ETA: 1s - loss: 10.4664 - mean_absolute_error: 2.45843653/4840 [=====================>........] - ETA: 1s - loss: 10.4547 - mean_absolute_error: 2.45673698/4840 [=====================>........] - ETA: 1s - loss: 10.4545 - mean_absolute_error: 2.45643744/4840 [======================>.......] - ETA: 1s - loss: 10.4543 - mean_absolute_error: 2.45673788/4840 [======================>.......] - ETA: 1s - loss: 10.4556 - mean_absolute_error: 2.45693835/4840 [======================>.......] - ETA: 1s - loss: 10.4517 - mean_absolute_error: 2.45653880/4840 [=======================>......] - ETA: 1s - loss: 10.4562 - mean_absolute_error: 2.45713926/4840 [=======================>......] - ETA: 1s - loss: 10.4618 - mean_absolute_error: 2.45773970/4840 [=======================>......] - ETA: 0s - loss: 10.4624 - mean_absolute_error: 2.45764017/4840 [=======================>......] - ETA: 0s - loss: 10.4674 - mean_absolute_error: 2.45834061/4840 [========================>.....] - ETA: 0s - loss: 10.4698 - mean_absolute_error: 2.45834108/4840 [========================>.....] - ETA: 0s - loss: 10.4650 - mean_absolute_error: 2.45794154/4840 [========================>.....] - ETA: 0s - loss: 10.4692 - mean_absolute_error: 2.45884201/4840 [=========================>....] - ETA: 0s - loss: 10.4787 - mean_absolute_error: 2.46004247/4840 [=========================>....] - ETA: 0s - loss: 10.4812 - mean_absolute_error: 2.46024292/4840 [=========================>....] - ETA: 0s - loss: 10.4801 - mean_absolute_error: 2.46004337/4840 [=========================>....] - ETA: 0s - loss: 10.4815 - mean_absolute_error: 2.46014384/4840 [==========================>...] - ETA: 0s - loss: 10.4801 - mean_absolute_error: 2.45954430/4840 [==========================>...] - ETA: 0s - loss: 10.4860 - mean_absolute_error: 2.46024476/4840 [==========================>...] - ETA: 0s - loss: 10.4844 - mean_absolute_error: 2.46014522/4840 [===========================>..] - ETA: 0s - loss: 10.4875 - mean_absolute_error: 2.46054568/4840 [===========================>..] - ETA: 0s - loss: 10.4882 - mean_absolute_error: 2.46034614/4840 [===========================>..] - ETA: 0s - loss: 10.4976 - mean_absolute_error: 2.46144660/4840 [===========================>..] - ETA: 0s - loss: 10.4893 - mean_absolute_error: 2.46044705/4840 [============================>.] - ETA: 0s - loss: 10.4875 - mean_absolute_error: 2.46024750/4840 [============================>.] - ETA: 0s - loss: 10.4902 - mean_absolute_error: 2.46034796/4840 [============================>.] - ETA: 0s - loss: 10.4960 - mean_absolute_error: 2.46104840/4840 [==============================] - 6s 1ms/step - loss: 10.5034 - mean_absolute_error: 2.4618 - val_loss: 11.4918 - val_mean_absolute_error: 2.5807
Epoch 65/100
1/4840 [..............................] - ETA: 4s - loss: 6.2551 - mean_absolute_error: 1.8900 46/4840 [..............................] - ETA: 5s - loss: 10.3211 - mean_absolute_error: 2.4366 92/4840 [..............................] - ETA: 5s - loss: 10.5007 - mean_absolute_error: 2.4751 137/4840 [..............................] - ETA: 5s - loss: 10.8469 - mean_absolute_error: 2.5148 183/4840 [>.............................] - ETA: 5s - loss: 10.5994 - mean_absolute_error: 2.4857 229/4840 [>.............................] - ETA: 5s - loss: 10.5708 - mean_absolute_error: 2.4794 273/4840 [>.............................] - ETA: 5s - loss: 10.5794 - mean_absolute_error: 2.4805 319/4840 [>.............................] - ETA: 5s - loss: 10.5170 - mean_absolute_error: 2.4759 366/4840 [=>............................] - ETA: 4s - loss: 10.4566 - mean_absolute_error: 2.4645 411/4840 [=>............................] - ETA: 4s - loss: 10.5437 - mean_absolute_error: 2.4751 457/4840 [=>............................] - ETA: 4s - loss: 10.5626 - mean_absolute_error: 2.4770 503/4840 [==>...........................] - ETA: 4s - loss: 10.5508 - mean_absolute_error: 2.4745 549/4840 [==>...........................] - ETA: 4s - loss: 10.5200 - mean_absolute_error: 2.4682 596/4840 [==>...........................] - ETA: 4s - loss: 10.5818 - mean_absolute_error: 2.4762 641/4840 [==>...........................] - ETA: 4s - loss: 10.5558 - mean_absolute_error: 2.4745 687/4840 [===>..........................] - ETA: 4s - loss: 10.5395 - mean_absolute_error: 2.4729 732/4840 [===>..........................] - ETA: 4s - loss: 10.5830 - mean_absolute_error: 2.4784 778/4840 [===>..........................] - ETA: 4s - loss: 10.5794 - mean_absolute_error: 2.4776 823/4840 [====>.........................] - ETA: 4s - loss: 10.5913 - mean_absolute_error: 2.4791 869/4840 [====>.........................] - ETA: 4s - loss: 10.5961 - mean_absolute_error: 2.4801 915/4840 [====>.........................] - ETA: 4s - loss: 10.5501 - mean_absolute_error: 2.4742 960/4840 [====>.........................] - ETA: 4s - loss: 10.5510 - mean_absolute_error: 2.47221007/4840 [=====>........................] - ETA: 4s - loss: 10.5408 - mean_absolute_error: 2.47051051/4840 [=====>........................] - ETA: 4s - loss: 10.4966 - mean_absolute_error: 2.46501096/4840 [=====>........................] - ETA: 4s - loss: 10.5180 - mean_absolute_error: 2.46771141/4840 [======>.......................] - ETA: 4s - loss: 10.5323 - mean_absolute_error: 2.46921187/4840 [======>.......................] - ETA: 4s - loss: 10.5274 - mean_absolute_error: 2.46921232/4840 [======>.......................] - ETA: 3s - loss: 10.5332 - mean_absolute_error: 2.46951278/4840 [======>.......................] - ETA: 3s - loss: 10.5309 - mean_absolute_error: 2.46961324/4840 [=======>......................] - ETA: 3s - loss: 10.5059 - mean_absolute_error: 2.46791371/4840 [=======>......................] - ETA: 3s - loss: 10.5082 - mean_absolute_error: 2.46821418/4840 [=======>......................] - 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mean_absolute_error: 2.45941922/4840 [==========>...................] - ETA: 3s - loss: 10.4631 - mean_absolute_error: 2.45831968/4840 [===========>..................] - ETA: 3s - loss: 10.4669 - mean_absolute_error: 2.45932015/4840 [===========>..................] - ETA: 3s - loss: 10.4863 - mean_absolute_error: 2.46152062/4840 [===========>..................] - ETA: 3s - loss: 10.4911 - mean_absolute_error: 2.46172106/4840 [============>.................] - ETA: 3s - loss: 10.4712 - mean_absolute_error: 2.45932149/4840 [============>.................] - ETA: 2s - loss: 10.4797 - mean_absolute_error: 2.46042196/4840 [============>.................] - ETA: 2s - loss: 10.4778 - mean_absolute_error: 2.45982241/4840 [============>.................] - ETA: 2s - loss: 10.4897 - mean_absolute_error: 2.46162288/4840 [=============>................] - ETA: 2s - loss: 10.4846 - mean_absolute_error: 2.46152335/4840 [=============>................] - ETA: 2s - loss: 10.4797 - mean_absolute_error: 2.46132380/4840 [=============>................] - 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mean_absolute_error: 2.45843843/4840 [======================>.......] - ETA: 1s - loss: 10.4666 - mean_absolute_error: 2.45883889/4840 [=======================>......] - ETA: 1s - loss: 10.4652 - mean_absolute_error: 2.45843933/4840 [=======================>......] - ETA: 1s - loss: 10.4663 - mean_absolute_error: 2.45873979/4840 [=======================>......] - ETA: 0s - loss: 10.4767 - mean_absolute_error: 2.46004023/4840 [=======================>......] - ETA: 0s - loss: 10.4868 - mean_absolute_error: 2.46134068/4840 [========================>.....] - ETA: 0s - loss: 10.4934 - mean_absolute_error: 2.46224113/4840 [========================>.....] - ETA: 0s - loss: 10.4901 - mean_absolute_error: 2.46154160/4840 [========================>.....] - ETA: 0s - loss: 10.4945 - mean_absolute_error: 2.46194205/4840 [=========================>....] - ETA: 0s - loss: 10.4854 - mean_absolute_error: 2.46104250/4840 [=========================>....] - ETA: 0s - loss: 10.4992 - mean_absolute_error: 2.46294295/4840 [=========================>....] - 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mean_absolute_error: 2.46214797/4840 [============================>.] - ETA: 0s - loss: 10.5011 - mean_absolute_error: 2.46184840/4840 [==============================] - ETA: 0s - loss: 10.5031 - mean_absolute_error: 2.46234840/4840 [==============================] - 6s 1ms/step - loss: 10.5031 - mean_absolute_error: 2.4623 - val_loss: 11.4934 - val_mean_absolute_error: 2.5800
Epoch 66/100
1/4840 [..............................] - ETA: 9s - loss: 8.4490 - mean_absolute_error: 2.0010 45/4840 [..............................] - ETA: 5s - loss: 10.7606 - mean_absolute_error: 2.4635 92/4840 [..............................] - ETA: 5s - loss: 10.9054 - mean_absolute_error: 2.5063 137/4840 [..............................] - ETA: 5s - loss: 10.5385 - mean_absolute_error: 2.4626 183/4840 [>.............................] - ETA: 5s - loss: 10.4558 - mean_absolute_error: 2.4509 228/4840 [>.............................] - ETA: 5s - loss: 10.4234 - mean_absolute_error: 2.4512 272/4840 [>.............................] - ETA: 5s - loss: 10.4016 - mean_absolute_error: 2.4423 318/4840 [>.............................] - ETA: 5s - loss: 10.3547 - mean_absolute_error: 2.4408 364/4840 [=>............................] - ETA: 4s - loss: 10.3288 - mean_absolute_error: 2.4377 410/4840 [=>............................] - ETA: 4s - loss: 10.3640 - mean_absolute_error: 2.4434 456/4840 [=>............................] - 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ETA: 0s - loss: 10.4796 - mean_absolute_error: 2.45834340/4840 [=========================>....] - ETA: 0s - loss: 10.4768 - mean_absolute_error: 2.45824386/4840 [==========================>...] - ETA: 0s - loss: 10.4862 - mean_absolute_error: 2.45944430/4840 [==========================>...] - ETA: 0s - loss: 10.4836 - mean_absolute_error: 2.45864476/4840 [==========================>...] - ETA: 0s - loss: 10.4838 - mean_absolute_error: 2.45844521/4840 [===========================>..] - ETA: 0s - loss: 10.4823 - mean_absolute_error: 2.45834566/4840 [===========================>..] - ETA: 0s - loss: 10.4933 - mean_absolute_error: 2.45984611/4840 [===========================>..] - ETA: 0s - loss: 10.4945 - mean_absolute_error: 2.45994658/4840 [===========================>..] - ETA: 0s - loss: 10.4989 - mean_absolute_error: 2.46064703/4840 [============================>.] - ETA: 0s - loss: 10.5001 - mean_absolute_error: 2.46054749/4840 [============================>.] - ETA: 0s - loss: 10.5066 - mean_absolute_error: 2.46114794/4840 [============================>.] - ETA: 0s - loss: 10.4993 - mean_absolute_error: 2.46034839/4840 [============================>.] - ETA: 0s - loss: 10.5026 - mean_absolute_error: 2.46084840/4840 [==============================] - 6s 1ms/step - loss: 10.5029 - mean_absolute_error: 2.4608 - val_loss: 11.4944 - val_mean_absolute_error: 2.5814
Epoch 67/100
1/4840 [..............................] - ETA: 4s - loss: 7.9042 - mean_absolute_error: 2.0837 47/4840 [..............................] - ETA: 5s - loss: 10.5323 - mean_absolute_error: 2.4888 93/4840 [..............................] - ETA: 5s - loss: 10.4580 - mean_absolute_error: 2.4645 139/4840 [..............................] - ETA: 5s - loss: 10.3856 - mean_absolute_error: 2.4593 185/4840 [>.............................] - ETA: 5s - loss: 10.5163 - mean_absolute_error: 2.4740 231/4840 [>.............................] - ETA: 5s - loss: 10.5401 - mean_absolute_error: 2.4832 275/4840 [>.............................] - ETA: 5s - loss: 10.4410 - mean_absolute_error: 2.4719 321/4840 [>.............................] - ETA: 5s - loss: 10.4518 - mean_absolute_error: 2.4712 366/4840 [=>............................] - ETA: 4s - loss: 10.4226 - mean_absolute_error: 2.4643 413/4840 [=>............................] - ETA: 4s - loss: 10.4254 - mean_absolute_error: 2.4631 459/4840 [=>............................] - 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mean_absolute_error: 2.45621919/4840 [==========>...................] - ETA: 3s - loss: 10.4676 - mean_absolute_error: 2.45561965/4840 [===========>..................] - ETA: 3s - loss: 10.4790 - mean_absolute_error: 2.45652010/4840 [===========>..................] - ETA: 3s - loss: 10.4691 - mean_absolute_error: 2.45522055/4840 [===========>..................] - ETA: 3s - loss: 10.4691 - mean_absolute_error: 2.45502099/4840 [============>.................] - ETA: 3s - loss: 10.4660 - mean_absolute_error: 2.45472144/4840 [============>.................] - ETA: 2s - loss: 10.4671 - mean_absolute_error: 2.45452190/4840 [============>.................] - ETA: 2s - loss: 10.4698 - mean_absolute_error: 2.45542237/4840 [============>.................] - ETA: 2s - loss: 10.4710 - mean_absolute_error: 2.45502283/4840 [=============>................] - ETA: 2s - loss: 10.4627 - mean_absolute_error: 2.45402329/4840 [=============>................] - ETA: 2s - loss: 10.4828 - mean_absolute_error: 2.45632376/4840 [=============>................] - 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mean_absolute_error: 2.45822878/4840 [================>.............] - ETA: 2s - loss: 10.4764 - mean_absolute_error: 2.45752922/4840 [=================>............] - ETA: 2s - loss: 10.4715 - mean_absolute_error: 2.45642967/4840 [=================>............] - ETA: 2s - loss: 10.4823 - mean_absolute_error: 2.45763012/4840 [=================>............] - ETA: 2s - loss: 10.4776 - mean_absolute_error: 2.45733057/4840 [=================>............] - ETA: 1s - loss: 10.4746 - mean_absolute_error: 2.45723103/4840 [==================>...........] - ETA: 1s - loss: 10.4785 - mean_absolute_error: 2.45803150/4840 [==================>...........] - ETA: 1s - loss: 10.4712 - mean_absolute_error: 2.45703195/4840 [==================>...........] - ETA: 1s - loss: 10.4704 - mean_absolute_error: 2.45673241/4840 [===================>..........] - ETA: 1s - loss: 10.4666 - mean_absolute_error: 2.45633286/4840 [===================>..........] - ETA: 1s - loss: 10.4665 - mean_absolute_error: 2.45653331/4840 [===================>..........] - 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mean_absolute_error: 2.46043834/4840 [======================>.......] - ETA: 1s - loss: 10.4919 - mean_absolute_error: 2.46103879/4840 [=======================>......] - ETA: 1s - loss: 10.4965 - mean_absolute_error: 2.46153925/4840 [=======================>......] - ETA: 1s - loss: 10.4901 - mean_absolute_error: 2.46063969/4840 [=======================>......] - ETA: 0s - loss: 10.4885 - mean_absolute_error: 2.46074014/4840 [=======================>......] - ETA: 0s - loss: 10.4874 - mean_absolute_error: 2.46094060/4840 [========================>.....] - ETA: 0s - loss: 10.4932 - mean_absolute_error: 2.46214106/4840 [========================>.....] - ETA: 0s - loss: 10.4897 - mean_absolute_error: 2.46194151/4840 [========================>.....] - ETA: 0s - loss: 10.4856 - mean_absolute_error: 2.46124196/4840 [=========================>....] - ETA: 0s - loss: 10.4818 - mean_absolute_error: 2.46084241/4840 [=========================>....] - ETA: 0s - loss: 10.4876 - mean_absolute_error: 2.46154287/4840 [=========================>....] - 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mean_absolute_error: 2.46214787/4840 [============================>.] - ETA: 0s - loss: 10.5061 - mean_absolute_error: 2.46254833/4840 [============================>.] - ETA: 0s - loss: 10.5022 - mean_absolute_error: 2.46214840/4840 [==============================] - 6s 1ms/step - loss: 10.5030 - mean_absolute_error: 2.4622 - val_loss: 11.4951 - val_mean_absolute_error: 2.5812
Epoch 68/100
1/4840 [..............................] - ETA: 9s - loss: 8.5939 - mean_absolute_error: 2.2384 47/4840 [..............................] - ETA: 5s - loss: 10.0997 - mean_absolute_error: 2.3925 93/4840 [..............................] - ETA: 5s - loss: 10.1713 - mean_absolute_error: 2.4142 140/4840 [..............................] - ETA: 5s - loss: 10.4232 - mean_absolute_error: 2.4446 186/4840 [>.............................] - ETA: 5s - loss: 10.4897 - mean_absolute_error: 2.4574 233/4840 [>.............................] - ETA: 5s - loss: 10.6300 - mean_absolute_error: 2.4769 277/4840 [>.............................] - ETA: 5s - loss: 10.6848 - mean_absolute_error: 2.4819 323/4840 [=>............................] - ETA: 4s - loss: 10.6033 - mean_absolute_error: 2.4693 370/4840 [=>............................] - ETA: 4s - loss: 10.5380 - mean_absolute_error: 2.4588 416/4840 [=>............................] - ETA: 4s - loss: 10.5682 - mean_absolute_error: 2.4633 461/4840 [=>............................] - ETA: 4s - loss: 10.5197 - mean_absolute_error: 2.4552 506/4840 [==>...........................] - ETA: 4s - loss: 10.5070 - mean_absolute_error: 2.4504 551/4840 [==>...........................] - ETA: 4s - loss: 10.4944 - mean_absolute_error: 2.4489 597/4840 [==>...........................] - ETA: 4s - loss: 10.5085 - mean_absolute_error: 2.4502 644/4840 [==>...........................] - ETA: 4s - loss: 10.4859 - mean_absolute_error: 2.4493 689/4840 [===>..........................] - ETA: 4s - loss: 10.5037 - mean_absolute_error: 2.4525 734/4840 [===>..........................] - ETA: 4s - loss: 10.4886 - mean_absolute_error: 2.4518 781/4840 [===>..........................] - ETA: 4s - loss: 10.4759 - mean_absolute_error: 2.4515 826/4840 [====>.........................] - ETA: 4s - loss: 10.4678 - mean_absolute_error: 2.4503 872/4840 [====>.........................] - ETA: 4s - loss: 10.4813 - mean_absolute_error: 2.4534 917/4840 [====>.........................] - ETA: 4s - loss: 10.4810 - 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mean_absolute_error: 2.45231925/4840 [==========>...................] - ETA: 3s - loss: 10.4573 - mean_absolute_error: 2.45411971/4840 [===========>..................] - ETA: 3s - loss: 10.4643 - mean_absolute_error: 2.45512017/4840 [===========>..................] - ETA: 3s - loss: 10.4620 - mean_absolute_error: 2.45482064/4840 [===========>..................] - ETA: 3s - loss: 10.4695 - mean_absolute_error: 2.45542110/4840 [============>.................] - ETA: 3s - loss: 10.4899 - mean_absolute_error: 2.45872157/4840 [============>.................] - ETA: 2s - loss: 10.4877 - mean_absolute_error: 2.45872202/4840 [============>.................] - ETA: 2s - loss: 10.4859 - mean_absolute_error: 2.45802249/4840 [============>.................] - ETA: 2s - loss: 10.4628 - mean_absolute_error: 2.45522295/4840 [=============>................] - ETA: 2s - loss: 10.4659 - mean_absolute_error: 2.45542341/4840 [=============>................] - ETA: 2s - loss: 10.4731 - mean_absolute_error: 2.45632386/4840 [=============>................] - ETA: 2s - loss: 10.4746 - mean_absolute_error: 2.45642431/4840 [==============>...............] - ETA: 2s - loss: 10.4810 - mean_absolute_error: 2.45742477/4840 [==============>...............] - ETA: 2s - loss: 10.4807 - mean_absolute_error: 2.45762522/4840 [==============>...............] - ETA: 2s - loss: 10.4892 - mean_absolute_error: 2.45842554/4840 [==============>...............] - ETA: 2s - loss: 10.4994 - mean_absolute_error: 2.45962592/4840 [===============>..............] - ETA: 2s - loss: 10.5093 - mean_absolute_error: 2.46042638/4840 [===============>..............] - ETA: 2s - loss: 10.5113 - mean_absolute_error: 2.46122684/4840 [===============>..............] - ETA: 2s - loss: 10.5116 - mean_absolute_error: 2.46162729/4840 [===============>..............] - ETA: 2s - loss: 10.5120 - mean_absolute_error: 2.46192775/4840 [================>.............] - ETA: 2s - loss: 10.5105 - mean_absolute_error: 2.46222821/4840 [================>.............] - ETA: 2s - loss: 10.5020 - 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ETA: 0s - loss: 10.4773 - mean_absolute_error: 2.45844336/4840 [=========================>....] - ETA: 0s - loss: 10.4727 - mean_absolute_error: 2.45764383/4840 [==========================>...] - ETA: 0s - loss: 10.4764 - mean_absolute_error: 2.45804426/4840 [==========================>...] - ETA: 0s - loss: 10.4802 - mean_absolute_error: 2.45864471/4840 [==========================>...] - ETA: 0s - loss: 10.4898 - mean_absolute_error: 2.45994516/4840 [==========================>...] - ETA: 0s - loss: 10.4933 - mean_absolute_error: 2.46034562/4840 [===========================>..] - ETA: 0s - loss: 10.4895 - mean_absolute_error: 2.46014607/4840 [===========================>..] - ETA: 0s - loss: 10.4906 - mean_absolute_error: 2.46024653/4840 [===========================>..] - ETA: 0s - loss: 10.4926 - mean_absolute_error: 2.46054698/4840 [============================>.] - ETA: 0s - loss: 10.4972 - mean_absolute_error: 2.46154743/4840 [============================>.] - ETA: 0s - loss: 10.4974 - mean_absolute_error: 2.46124790/4840 [============================>.] - ETA: 0s - loss: 10.4978 - mean_absolute_error: 2.46144836/4840 [============================>.] - ETA: 0s - loss: 10.5039 - mean_absolute_error: 2.46234840/4840 [==============================] - 6s 1ms/step - loss: 10.5026 - mean_absolute_error: 2.4622 - val_loss: 11.4970 - val_mean_absolute_error: 2.5813
Epoch 69/100
1/4840 [..............................] - ETA: 4s - loss: 7.6998 - mean_absolute_error: 1.9504 45/4840 [..............................] - ETA: 5s - loss: 9.5035 - mean_absolute_error: 2.2917 89/4840 [..............................] - ETA: 5s - loss: 10.0371 - mean_absolute_error: 2.3884 133/4840 [..............................] - ETA: 5s - loss: 10.1733 - mean_absolute_error: 2.4068 177/4840 [>.............................] - ETA: 5s - loss: 10.2671 - mean_absolute_error: 2.4133 221/4840 [>.............................] - ETA: 5s - loss: 10.1027 - mean_absolute_error: 2.3979 265/4840 [>.............................] - ETA: 5s - loss: 10.2051 - mean_absolute_error: 2.4182 310/4840 [>.............................] - ETA: 5s - loss: 10.2749 - mean_absolute_error: 2.4263 354/4840 [=>............................] - ETA: 5s - loss: 10.3038 - mean_absolute_error: 2.4337 399/4840 [=>............................] - ETA: 5s - loss: 10.2797 - mean_absolute_error: 2.4328 445/4840 [=>............................] - 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mean_absolute_error: 2.4397 940/4840 [====>.........................] - ETA: 4s - loss: 10.3727 - mean_absolute_error: 2.4445 987/4840 [=====>........................] - ETA: 4s - loss: 10.3842 - mean_absolute_error: 2.44541031/4840 [=====>........................] - ETA: 4s - loss: 10.4026 - mean_absolute_error: 2.44741075/4840 [=====>........................] - ETA: 4s - loss: 10.3854 - mean_absolute_error: 2.44561120/4840 [=====>........................] - ETA: 4s - loss: 10.3638 - mean_absolute_error: 2.44201164/4840 [======>.......................] - ETA: 4s - loss: 10.3746 - mean_absolute_error: 2.44381207/4840 [======>.......................] - ETA: 4s - loss: 10.3533 - mean_absolute_error: 2.44121252/4840 [======>.......................] - ETA: 4s - loss: 10.3899 - mean_absolute_error: 2.44741296/4840 [=======>......................] - ETA: 4s - loss: 10.4228 - mean_absolute_error: 2.44991341/4840 [=======>......................] - ETA: 3s - loss: 10.4204 - mean_absolute_error: 2.44901385/4840 [=======>......................] - 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mean_absolute_error: 2.46144694/4840 [============================>.] - ETA: 0s - loss: 10.5024 - mean_absolute_error: 2.46174738/4840 [============================>.] - ETA: 0s - loss: 10.5011 - mean_absolute_error: 2.46124781/4840 [============================>.] - ETA: 0s - loss: 10.4935 - mean_absolute_error: 2.46014824/4840 [============================>.] - ETA: 0s - loss: 10.4981 - mean_absolute_error: 2.46064840/4840 [==============================] - 6s 1ms/step - loss: 10.5031 - mean_absolute_error: 2.4612 - val_loss: 11.4957 - val_mean_absolute_error: 2.5805
Epoch 70/100
1/4840 [..............................] - ETA: 9s - loss: 9.5029 - mean_absolute_error: 2.2977 47/4840 [..............................] - ETA: 5s - loss: 9.8363 - mean_absolute_error: 2.3664 94/4840 [..............................] - ETA: 5s - loss: 10.0121 - mean_absolute_error: 2.3833 140/4840 [..............................] - ETA: 5s - loss: 9.9291 - mean_absolute_error: 2.3899 185/4840 [>.............................] - ETA: 5s - loss: 10.2647 - mean_absolute_error: 2.4407 231/4840 [>.............................] - ETA: 5s - loss: 10.1612 - mean_absolute_error: 2.4283 276/4840 [>.............................] - ETA: 5s - loss: 10.0822 - mean_absolute_error: 2.4122 321/4840 [>.............................] - ETA: 4s - loss: 10.1694 - mean_absolute_error: 2.4237 366/4840 [=>............................] - ETA: 4s - loss: 10.1614 - mean_absolute_error: 2.4232 413/4840 [=>............................] - ETA: 4s - loss: 10.2264 - mean_absolute_error: 2.4287 460/4840 [=>............................] - ETA: 4s - loss: 10.2611 - mean_absolute_error: 2.4340 505/4840 [==>...........................] - ETA: 4s - loss: 10.3296 - mean_absolute_error: 2.4414 552/4840 [==>...........................] - ETA: 4s - loss: 10.3773 - mean_absolute_error: 2.4456 598/4840 [==>...........................] - ETA: 4s - loss: 10.3472 - mean_absolute_error: 2.4429 641/4840 [==>...........................] - ETA: 4s - loss: 10.3413 - mean_absolute_error: 2.4418 686/4840 [===>..........................] - ETA: 4s - loss: 10.3084 - mean_absolute_error: 2.4382 732/4840 [===>..........................] - ETA: 4s - loss: 10.3014 - mean_absolute_error: 2.4373 779/4840 [===>..........................] - ETA: 4s - loss: 10.3236 - mean_absolute_error: 2.4408 825/4840 [====>.........................] - ETA: 4s - loss: 10.3329 - mean_absolute_error: 2.4434 870/4840 [====>.........................] - ETA: 4s - loss: 10.3321 - mean_absolute_error: 2.4443 917/4840 [====>.........................] - ETA: 4s - loss: 10.3396 - mean_absolute_error: 2.4452 964/4840 [====>.........................] - ETA: 4s - loss: 10.3460 - mean_absolute_error: 2.44591009/4840 [=====>........................] - ETA: 4s - loss: 10.3253 - mean_absolute_error: 2.44361056/4840 [=====>........................] - ETA: 4s - loss: 10.3473 - mean_absolute_error: 2.44641102/4840 [=====>........................] - ETA: 4s - loss: 10.3586 - mean_absolute_error: 2.44671149/4840 [======>.......................] - ETA: 4s - loss: 10.3575 - mean_absolute_error: 2.44581194/4840 [======>.......................] - ETA: 4s - loss: 10.3381 - mean_absolute_error: 2.44281239/4840 [======>.......................] - ETA: 3s - loss: 10.3732 - mean_absolute_error: 2.44551285/4840 [======>.......................] - ETA: 3s - loss: 10.4163 - mean_absolute_error: 2.45151331/4840 [=======>......................] - ETA: 3s - loss: 10.4162 - mean_absolute_error: 2.45181377/4840 [=======>......................] - ETA: 3s - loss: 10.4015 - mean_absolute_error: 2.45041423/4840 [=======>......................] - 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mean_absolute_error: 2.44941919/4840 [==========>...................] - ETA: 3s - loss: 10.3806 - mean_absolute_error: 2.44801965/4840 [===========>..................] - ETA: 3s - loss: 10.4100 - mean_absolute_error: 2.45202009/4840 [===========>..................] - ETA: 3s - loss: 10.4142 - mean_absolute_error: 2.45252056/4840 [===========>..................] - ETA: 3s - loss: 10.4078 - mean_absolute_error: 2.45142102/4840 [============>.................] - ETA: 3s - loss: 10.3805 - mean_absolute_error: 2.44752147/4840 [============>.................] - ETA: 2s - loss: 10.3874 - mean_absolute_error: 2.44832193/4840 [============>.................] - ETA: 2s - loss: 10.3783 - mean_absolute_error: 2.44742240/4840 [============>.................] - ETA: 2s - loss: 10.3720 - mean_absolute_error: 2.44572285/4840 [=============>................] - ETA: 2s - loss: 10.3771 - mean_absolute_error: 2.44662329/4840 [=============>................] - ETA: 2s - loss: 10.3800 - mean_absolute_error: 2.44722375/4840 [=============>................] - ETA: 2s - loss: 10.3806 - mean_absolute_error: 2.44702422/4840 [==============>...............] - ETA: 2s - loss: 10.3914 - mean_absolute_error: 2.44852466/4840 [==============>...............] - ETA: 2s - loss: 10.3845 - mean_absolute_error: 2.44752513/4840 [==============>...............] - ETA: 2s - loss: 10.3731 - mean_absolute_error: 2.44592559/4840 [==============>...............] - ETA: 2s - loss: 10.3806 - mean_absolute_error: 2.44692606/4840 [===============>..............] - ETA: 2s - loss: 10.3909 - mean_absolute_error: 2.44832650/4840 [===============>..............] - ETA: 2s - loss: 10.3917 - mean_absolute_error: 2.44842695/4840 [===============>..............] - ETA: 2s - loss: 10.3899 - mean_absolute_error: 2.44732741/4840 [===============>..............] - ETA: 2s - loss: 10.3903 - mean_absolute_error: 2.44742787/4840 [================>.............] - ETA: 2s - loss: 10.3887 - mean_absolute_error: 2.44702832/4840 [================>.............] - ETA: 2s - loss: 10.3981 - mean_absolute_error: 2.44772879/4840 [================>.............] - ETA: 2s - loss: 10.3932 - mean_absolute_error: 2.44772925/4840 [=================>............] - ETA: 2s - loss: 10.3978 - mean_absolute_error: 2.44832971/4840 [=================>............] - ETA: 2s - loss: 10.3973 - mean_absolute_error: 2.44863016/4840 [=================>............] - ETA: 2s - loss: 10.3922 - mean_absolute_error: 2.44823060/4840 [=================>............] - ETA: 1s - loss: 10.4017 - mean_absolute_error: 2.44963105/4840 [==================>...........] - ETA: 1s - loss: 10.4012 - mean_absolute_error: 2.44943150/4840 [==================>...........] - ETA: 1s - loss: 10.3931 - mean_absolute_error: 2.44833196/4840 [==================>...........] - ETA: 1s - loss: 10.3994 - mean_absolute_error: 2.44883241/4840 [===================>..........] - ETA: 1s - loss: 10.3982 - mean_absolute_error: 2.44863285/4840 [===================>..........] - ETA: 1s - loss: 10.4009 - mean_absolute_error: 2.44873331/4840 [===================>..........] - ETA: 1s - loss: 10.4128 - mean_absolute_error: 2.45033376/4840 [===================>..........] - ETA: 1s - loss: 10.4186 - mean_absolute_error: 2.45133422/4840 [====================>.........] - ETA: 1s - loss: 10.4350 - mean_absolute_error: 2.45333467/4840 [====================>.........] - ETA: 1s - loss: 10.4427 - mean_absolute_error: 2.45403513/4840 [====================>.........] - ETA: 1s - loss: 10.4438 - mean_absolute_error: 2.45413559/4840 [=====================>........] - ETA: 1s - loss: 10.4433 - mean_absolute_error: 2.45443605/4840 [=====================>........] - ETA: 1s - loss: 10.4514 - mean_absolute_error: 2.45543650/4840 [=====================>........] - ETA: 1s - loss: 10.4485 - mean_absolute_error: 2.45513695/4840 [=====================>........] - ETA: 1s - loss: 10.4561 - mean_absolute_error: 2.45653740/4840 [======================>.......] - ETA: 1s - loss: 10.4631 - mean_absolute_error: 2.45723787/4840 [======================>.......] - ETA: 1s - loss: 10.4616 - mean_absolute_error: 2.45683834/4840 [======================>.......] - ETA: 1s - loss: 10.4683 - mean_absolute_error: 2.45753880/4840 [=======================>......] - ETA: 1s - loss: 10.4684 - mean_absolute_error: 2.45753924/4840 [=======================>......] - ETA: 1s - loss: 10.4773 - mean_absolute_error: 2.45853971/4840 [=======================>......] - ETA: 0s - loss: 10.4759 - mean_absolute_error: 2.45864018/4840 [=======================>......] - ETA: 0s - loss: 10.4843 - mean_absolute_error: 2.45984063/4840 [========================>.....] - ETA: 0s - loss: 10.4818 - mean_absolute_error: 2.45944108/4840 [========================>.....] - ETA: 0s - loss: 10.4781 - mean_absolute_error: 2.45874154/4840 [========================>.....] - ETA: 0s - loss: 10.4797 - mean_absolute_error: 2.45894200/4840 [=========================>....] - ETA: 0s - loss: 10.4874 - mean_absolute_error: 2.45964245/4840 [=========================>....] - ETA: 0s - loss: 10.4885 - mean_absolute_error: 2.45974292/4840 [=========================>....] - ETA: 0s - loss: 10.4901 - mean_absolute_error: 2.45964337/4840 [=========================>....] - ETA: 0s - loss: 10.4859 - mean_absolute_error: 2.45904383/4840 [==========================>...] - ETA: 0s - loss: 10.4843 - mean_absolute_error: 2.45864429/4840 [==========================>...] - ETA: 0s - loss: 10.4921 - mean_absolute_error: 2.45974475/4840 [==========================>...] - ETA: 0s - loss: 10.4912 - mean_absolute_error: 2.45974520/4840 [===========================>..] - ETA: 0s - loss: 10.4840 - mean_absolute_error: 2.45894566/4840 [===========================>..] - ETA: 0s - loss: 10.4837 - mean_absolute_error: 2.45894611/4840 [===========================>..] - ETA: 0s - loss: 10.4861 - mean_absolute_error: 2.45904657/4840 [===========================>..] - ETA: 0s - loss: 10.4877 - mean_absolute_error: 2.45924703/4840 [============================>.] - ETA: 0s - loss: 10.4945 - mean_absolute_error: 2.45994750/4840 [============================>.] - ETA: 0s - loss: 10.4938 - mean_absolute_error: 2.45944796/4840 [============================>.] - ETA: 0s - loss: 10.4959 - mean_absolute_error: 2.45954840/4840 [==============================] - 6s 1ms/step - loss: 10.5038 - mean_absolute_error: 2.4606 - val_loss: 11.4952 - val_mean_absolute_error: 2.5807
Epoch 71/100
1/4840 [..............................] - ETA: 11s - loss: 9.8906 - mean_absolute_error: 2.4322 46/4840 [..............................] - ETA: 5s - loss: 10.1478 - mean_absolute_error: 2.4172 92/4840 [..............................] - ETA: 5s - loss: 10.1430 - mean_absolute_error: 2.4215 137/4840 [..............................] - ETA: 5s - loss: 10.1861 - mean_absolute_error: 2.4168 182/4840 [>.............................] - ETA: 5s - loss: 10.3319 - mean_absolute_error: 2.4361 228/4840 [>.............................] - ETA: 5s - loss: 10.2655 - mean_absolute_error: 2.4285 271/4840 [>.............................] - ETA: 5s - loss: 10.2628 - mean_absolute_error: 2.4304 317/4840 [>.............................] - ETA: 5s - loss: 10.3348 - mean_absolute_error: 2.4403 360/4840 [=>............................] - ETA: 5s - loss: 10.4437 - mean_absolute_error: 2.4575 404/4840 [=>............................] - ETA: 5s - loss: 10.3938 - mean_absolute_error: 2.4497 449/4840 [=>............................] - ETA: 4s - loss: 10.2859 - mean_absolute_error: 2.4340 495/4840 [==>...........................] - ETA: 4s - loss: 10.2616 - mean_absolute_error: 2.4296 539/4840 [==>...........................] - ETA: 4s - loss: 10.3056 - mean_absolute_error: 2.4350 583/4840 [==>...........................] - ETA: 4s - loss: 10.3236 - mean_absolute_error: 2.4375 628/4840 [==>...........................] - ETA: 4s - loss: 10.3177 - mean_absolute_error: 2.4354 673/4840 [===>..........................] - ETA: 4s - loss: 10.3490 - mean_absolute_error: 2.4389 718/4840 [===>..........................] - ETA: 4s - loss: 10.3387 - mean_absolute_error: 2.4368 763/4840 [===>..........................] - ETA: 4s - loss: 10.3487 - mean_absolute_error: 2.4382 808/4840 [====>.........................] - ETA: 4s - loss: 10.3472 - mean_absolute_error: 2.4392 854/4840 [====>.........................] - ETA: 4s - loss: 10.3263 - mean_absolute_error: 2.4371 899/4840 [====>.........................] - ETA: 4s - loss: 10.3346 - mean_absolute_error: 2.4381 945/4840 [====>.........................] - ETA: 4s - loss: 10.3258 - mean_absolute_error: 2.4356 991/4840 [=====>........................] - ETA: 4s - loss: 10.3259 - mean_absolute_error: 2.43691035/4840 [=====>........................] - ETA: 4s - loss: 10.3139 - mean_absolute_error: 2.43581079/4840 [=====>........................] - ETA: 4s - loss: 10.3186 - mean_absolute_error: 2.43711124/4840 [=====>........................] - ETA: 4s - loss: 10.3301 - mean_absolute_error: 2.43781168/4840 [======>.......................] - ETA: 4s - loss: 10.3359 - mean_absolute_error: 2.43921213/4840 [======>.......................] - ETA: 4s - loss: 10.3480 - mean_absolute_error: 2.44051256/4840 [======>.......................] - ETA: 4s - loss: 10.3347 - mean_absolute_error: 2.43771302/4840 [=======>......................] - ETA: 3s - loss: 10.3459 - mean_absolute_error: 2.43841348/4840 [=======>......................] - ETA: 3s - loss: 10.3218 - mean_absolute_error: 2.43511392/4840 [=======>......................] - 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mean_absolute_error: 2.43831888/4840 [==========>...................] - ETA: 3s - loss: 10.3246 - mean_absolute_error: 2.43761932/4840 [==========>...................] - ETA: 3s - loss: 10.3361 - mean_absolute_error: 2.43931977/4840 [===========>..................] - ETA: 3s - loss: 10.3326 - mean_absolute_error: 2.43942023/4840 [===========>..................] - ETA: 3s - loss: 10.3305 - mean_absolute_error: 2.43862068/4840 [===========>..................] - ETA: 3s - loss: 10.3419 - mean_absolute_error: 2.44012113/4840 [============>.................] - ETA: 3s - loss: 10.3425 - mean_absolute_error: 2.43972157/4840 [============>.................] - ETA: 3s - loss: 10.3488 - mean_absolute_error: 2.44052203/4840 [============>.................] - ETA: 2s - loss: 10.3425 - mean_absolute_error: 2.43982249/4840 [============>.................] - ETA: 2s - loss: 10.3458 - mean_absolute_error: 2.44072295/4840 [=============>................] - ETA: 2s - loss: 10.3415 - mean_absolute_error: 2.43992340/4840 [=============>................] - 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mean_absolute_error: 2.45243783/4840 [======================>.......] - ETA: 1s - loss: 10.4553 - mean_absolute_error: 2.45413829/4840 [======================>.......] - ETA: 1s - loss: 10.4595 - mean_absolute_error: 2.45453874/4840 [=======================>......] - ETA: 1s - loss: 10.4602 - mean_absolute_error: 2.45513919/4840 [=======================>......] - ETA: 1s - loss: 10.4659 - mean_absolute_error: 2.45603964/4840 [=======================>......] - ETA: 0s - loss: 10.4749 - mean_absolute_error: 2.45714007/4840 [=======================>......] - ETA: 0s - loss: 10.4741 - mean_absolute_error: 2.45744053/4840 [========================>.....] - ETA: 0s - loss: 10.4786 - mean_absolute_error: 2.45804098/4840 [========================>.....] - ETA: 0s - loss: 10.4806 - mean_absolute_error: 2.45834143/4840 [========================>.....] - ETA: 0s - loss: 10.4886 - mean_absolute_error: 2.45924188/4840 [========================>.....] - ETA: 0s - loss: 10.4899 - mean_absolute_error: 2.45924233/4840 [=========================>....] - 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mean_absolute_error: 2.45924730/4840 [============================>.] - ETA: 0s - loss: 10.4912 - mean_absolute_error: 2.45924776/4840 [============================>.] - ETA: 0s - loss: 10.5020 - mean_absolute_error: 2.46054820/4840 [============================>.] - ETA: 0s - loss: 10.4997 - mean_absolute_error: 2.46014840/4840 [==============================] - 6s 1ms/step - loss: 10.5032 - mean_absolute_error: 2.4606 - val_loss: 11.4964 - val_mean_absolute_error: 2.5822
Epoch 72/100
1/4840 [..............................] - ETA: 4s - loss: 10.4603 - mean_absolute_error: 2.4273 47/4840 [..............................] - ETA: 5s - loss: 10.1324 - mean_absolute_error: 2.4262 93/4840 [..............................] - ETA: 5s - loss: 10.4406 - mean_absolute_error: 2.4769 140/4840 [..............................] - ETA: 5s - loss: 10.4399 - mean_absolute_error: 2.4697 187/4840 [>.............................] - ETA: 5s - loss: 10.4088 - mean_absolute_error: 2.4612 232/4840 [>.............................] - ETA: 5s - loss: 10.4230 - mean_absolute_error: 2.4530 277/4840 [>.............................] - ETA: 5s - loss: 10.3661 - mean_absolute_error: 2.4401 322/4840 [>.............................] - ETA: 4s - loss: 10.3523 - mean_absolute_error: 2.4374 367/4840 [=>............................] - ETA: 4s - loss: 10.3521 - mean_absolute_error: 2.4369 413/4840 [=>............................] - ETA: 4s - loss: 10.4146 - mean_absolute_error: 2.4473 458/4840 [=>............................] - ETA: 4s - loss: 10.4179 - mean_absolute_error: 2.4481 505/4840 [==>...........................] - ETA: 4s - loss: 10.4987 - mean_absolute_error: 2.4576 549/4840 [==>...........................] - ETA: 4s - loss: 10.4313 - mean_absolute_error: 2.4517 594/4840 [==>...........................] - ETA: 4s - loss: 10.3885 - mean_absolute_error: 2.4464 638/4840 [==>...........................] - ETA: 4s - loss: 10.3622 - mean_absolute_error: 2.4441 684/4840 [===>..........................] - ETA: 4s - loss: 10.3838 - mean_absolute_error: 2.4469 725/4840 [===>..........................] - ETA: 4s - loss: 10.3682 - mean_absolute_error: 2.4443 771/4840 [===>..........................] - ETA: 4s - loss: 10.3444 - mean_absolute_error: 2.4409 817/4840 [====>.........................] - ETA: 4s - loss: 10.3311 - mean_absolute_error: 2.4398 864/4840 [====>.........................] - ETA: 4s - loss: 10.3799 - mean_absolute_error: 2.4454 909/4840 [====>.........................] - ETA: 4s - loss: 10.3626 - 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mean_absolute_error: 2.46131890/4840 [==========>...................] - ETA: 3s - loss: 10.4723 - mean_absolute_error: 2.46101936/4840 [===========>..................] - ETA: 3s - loss: 10.4801 - mean_absolute_error: 2.46281981/4840 [===========>..................] - ETA: 3s - loss: 10.4788 - mean_absolute_error: 2.46222027/4840 [===========>..................] - ETA: 3s - loss: 10.4745 - mean_absolute_error: 2.46162072/4840 [===========>..................] - ETA: 3s - loss: 10.4731 - mean_absolute_error: 2.46202118/4840 [============>.................] - ETA: 3s - loss: 10.4782 - mean_absolute_error: 2.46282164/4840 [============>.................] - ETA: 3s - loss: 10.4724 - mean_absolute_error: 2.46162210/4840 [============>.................] - ETA: 2s - loss: 10.4782 - mean_absolute_error: 2.46212256/4840 [============>.................] - ETA: 2s - loss: 10.4685 - mean_absolute_error: 2.46082302/4840 [=============>................] - ETA: 2s - loss: 10.4778 - mean_absolute_error: 2.46182347/4840 [=============>................] - ETA: 2s - loss: 10.4911 - mean_absolute_error: 2.46322393/4840 [=============>................] - ETA: 2s - loss: 10.4768 - mean_absolute_error: 2.46132439/4840 [==============>...............] - ETA: 2s - loss: 10.4894 - mean_absolute_error: 2.46252485/4840 [==============>...............] - ETA: 2s - loss: 10.4957 - mean_absolute_error: 2.46362532/4840 [==============>...............] - ETA: 2s - loss: 10.5042 - mean_absolute_error: 2.46432579/4840 [==============>...............] - ETA: 2s - loss: 10.4983 - mean_absolute_error: 2.46342625/4840 [===============>..............] - ETA: 2s - loss: 10.4915 - mean_absolute_error: 2.46202671/4840 [===============>..............] - ETA: 2s - loss: 10.4944 - mean_absolute_error: 2.46182717/4840 [===============>..............] - ETA: 2s - loss: 10.4932 - mean_absolute_error: 2.46112763/4840 [================>.............] - ETA: 2s - loss: 10.4907 - mean_absolute_error: 2.46112809/4840 [================>.............] - ETA: 2s - loss: 10.4885 - mean_absolute_error: 2.46092855/4840 [================>.............] - ETA: 2s - loss: 10.4852 - mean_absolute_error: 2.46082902/4840 [================>.............] - ETA: 2s - loss: 10.4686 - mean_absolute_error: 2.45892947/4840 [=================>............] - ETA: 2s - loss: 10.4817 - mean_absolute_error: 2.46062994/4840 [=================>............] - ETA: 2s - loss: 10.4768 - mean_absolute_error: 2.46013040/4840 [=================>............] - ETA: 2s - loss: 10.4740 - mean_absolute_error: 2.45953086/4840 [==================>...........] - ETA: 1s - loss: 10.4780 - mean_absolute_error: 2.46003132/4840 [==================>...........] - ETA: 1s - loss: 10.4772 - mean_absolute_error: 2.46023177/4840 [==================>...........] - ETA: 1s - loss: 10.4821 - mean_absolute_error: 2.46093222/4840 [==================>...........] - ETA: 1s - loss: 10.4897 - mean_absolute_error: 2.46163266/4840 [===================>..........] - ETA: 1s - loss: 10.4885 - mean_absolute_error: 2.46163310/4840 [===================>..........] - 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mean_absolute_error: 2.46083810/4840 [======================>.......] - ETA: 1s - loss: 10.4841 - mean_absolute_error: 2.46113855/4840 [======================>.......] - ETA: 1s - loss: 10.4881 - mean_absolute_error: 2.46163901/4840 [=======================>......] - ETA: 1s - loss: 10.4906 - mean_absolute_error: 2.46183947/4840 [=======================>......] - ETA: 0s - loss: 10.4982 - mean_absolute_error: 2.46273993/4840 [=======================>......] - ETA: 0s - loss: 10.4969 - mean_absolute_error: 2.46234039/4840 [========================>.....] - ETA: 0s - loss: 10.4932 - mean_absolute_error: 2.46204085/4840 [========================>.....] - ETA: 0s - loss: 10.4926 - mean_absolute_error: 2.46194130/4840 [========================>.....] - ETA: 0s - loss: 10.4951 - mean_absolute_error: 2.46174175/4840 [========================>.....] - ETA: 0s - loss: 10.4935 - mean_absolute_error: 2.46144219/4840 [=========================>....] - ETA: 0s - loss: 10.4945 - mean_absolute_error: 2.46134264/4840 [=========================>....] - ETA: 0s - loss: 10.4933 - mean_absolute_error: 2.46114309/4840 [=========================>....] - ETA: 0s - loss: 10.5042 - mean_absolute_error: 2.46244355/4840 [=========================>....] - ETA: 0s - loss: 10.5012 - mean_absolute_error: 2.46204401/4840 [==========================>...] - ETA: 0s - loss: 10.5045 - mean_absolute_error: 2.46274447/4840 [==========================>...] - ETA: 0s - loss: 10.5082 - mean_absolute_error: 2.46334493/4840 [==========================>...] - ETA: 0s - loss: 10.5029 - mean_absolute_error: 2.46244539/4840 [===========================>..] - ETA: 0s - loss: 10.5024 - mean_absolute_error: 2.46274585/4840 [===========================>..] - ETA: 0s - loss: 10.5071 - mean_absolute_error: 2.46304630/4840 [===========================>..] - ETA: 0s - loss: 10.5014 - mean_absolute_error: 2.46234676/4840 [===========================>..] - ETA: 0s - loss: 10.4951 - mean_absolute_error: 2.46154722/4840 [============================>.] - ETA: 0s - loss: 10.5029 - mean_absolute_error: 2.46254766/4840 [============================>.] - ETA: 0s - loss: 10.5062 - mean_absolute_error: 2.46294813/4840 [============================>.] - ETA: 0s - loss: 10.5034 - mean_absolute_error: 2.46254840/4840 [==============================] - 6s 1ms/step - loss: 10.5027 - mean_absolute_error: 2.4624 - val_loss: 11.4977 - val_mean_absolute_error: 2.5821
Epoch 73/100
1/4840 [..............................] - ETA: 9s - loss: 9.4023 - mean_absolute_error: 2.2983 44/4840 [..............................] - ETA: 5s - loss: 10.6428 - mean_absolute_error: 2.4626 90/4840 [..............................] - ETA: 5s - loss: 10.6940 - mean_absolute_error: 2.4692 137/4840 [..............................] - ETA: 5s - loss: 10.4891 - mean_absolute_error: 2.4434 183/4840 [>.............................] - ETA: 5s - loss: 10.5279 - mean_absolute_error: 2.4493 229/4840 [>.............................] - ETA: 5s - loss: 10.5410 - mean_absolute_error: 2.4548 275/4840 [>.............................] - ETA: 5s - loss: 10.4660 - mean_absolute_error: 2.4445 321/4840 [>.............................] - ETA: 5s - loss: 10.4365 - mean_absolute_error: 2.4384 367/4840 [=>............................] - ETA: 4s - loss: 10.5000 - mean_absolute_error: 2.4496 413/4840 [=>............................] - ETA: 4s - loss: 10.5447 - mean_absolute_error: 2.4564 458/4840 [=>............................] - ETA: 4s - loss: 10.5879 - mean_absolute_error: 2.4643 502/4840 [==>...........................] - ETA: 4s - loss: 10.5292 - mean_absolute_error: 2.4578 548/4840 [==>...........................] - ETA: 4s - loss: 10.5472 - mean_absolute_error: 2.4611 595/4840 [==>...........................] - ETA: 4s - loss: 10.4960 - mean_absolute_error: 2.4577 640/4840 [==>...........................] - ETA: 4s - loss: 10.4845 - mean_absolute_error: 2.4564 685/4840 [===>..........................] - ETA: 4s - loss: 10.4832 - mean_absolute_error: 2.4569 731/4840 [===>..........................] - ETA: 4s - loss: 10.4863 - mean_absolute_error: 2.4585 777/4840 [===>..........................] - ETA: 4s - loss: 10.4673 - mean_absolute_error: 2.4565 823/4840 [====>.........................] - ETA: 4s - loss: 10.4353 - mean_absolute_error: 2.4514 870/4840 [====>.........................] - ETA: 4s - loss: 10.4450 - mean_absolute_error: 2.4536 916/4840 [====>.........................] - ETA: 4s - loss: 10.4648 - 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mean_absolute_error: 2.45651924/4840 [==========>...................] - ETA: 3s - loss: 10.4417 - mean_absolute_error: 2.45661969/4840 [===========>..................] - ETA: 3s - loss: 10.4442 - mean_absolute_error: 2.45682015/4840 [===========>..................] - ETA: 3s - loss: 10.4419 - mean_absolute_error: 2.45692062/4840 [===========>..................] - ETA: 3s - loss: 10.4400 - mean_absolute_error: 2.45632109/4840 [============>.................] - ETA: 3s - loss: 10.4580 - mean_absolute_error: 2.45772155/4840 [============>.................] - ETA: 2s - loss: 10.4576 - mean_absolute_error: 2.45722201/4840 [============>.................] - ETA: 2s - loss: 10.4578 - mean_absolute_error: 2.45682247/4840 [============>.................] - ETA: 2s - loss: 10.4672 - mean_absolute_error: 2.45812294/4840 [=============>................] - ETA: 2s - loss: 10.4659 - mean_absolute_error: 2.45702341/4840 [=============>................] - ETA: 2s - loss: 10.4747 - mean_absolute_error: 2.45852387/4840 [=============>................] - 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mean_absolute_error: 2.46213849/4840 [======================>.......] - ETA: 1s - loss: 10.4935 - mean_absolute_error: 2.46093897/4840 [=======================>......] - ETA: 1s - loss: 10.4903 - mean_absolute_error: 2.46073942/4840 [=======================>......] - ETA: 0s - loss: 10.4918 - mean_absolute_error: 2.46093988/4840 [=======================>......] - ETA: 0s - loss: 10.4925 - mean_absolute_error: 2.46124033/4840 [=======================>......] - ETA: 0s - loss: 10.4952 - mean_absolute_error: 2.46174079/4840 [========================>.....] - ETA: 0s - loss: 10.4941 - mean_absolute_error: 2.46124125/4840 [========================>.....] - ETA: 0s - loss: 10.4988 - mean_absolute_error: 2.46184171/4840 [========================>.....] - ETA: 0s - loss: 10.4976 - mean_absolute_error: 2.46164217/4840 [=========================>....] - ETA: 0s - loss: 10.4989 - mean_absolute_error: 2.46224263/4840 [=========================>....] - ETA: 0s - loss: 10.5026 - mean_absolute_error: 2.46254308/4840 [=========================>....] - 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mean_absolute_error: 2.46194809/4840 [============================>.] - ETA: 0s - loss: 10.4993 - mean_absolute_error: 2.46234840/4840 [==============================] - 6s 1ms/step - loss: 10.5027 - mean_absolute_error: 2.4628 - val_loss: 11.4962 - val_mean_absolute_error: 2.5815
Epoch 74/100
1/4840 [..............................] - ETA: 9s - loss: 10.7551 - mean_absolute_error: 2.4877 47/4840 [..............................] - ETA: 5s - loss: 10.7689 - mean_absolute_error: 2.4872 93/4840 [..............................] - ETA: 5s - loss: 10.6056 - mean_absolute_error: 2.4725 138/4840 [..............................] - ETA: 5s - loss: 10.3679 - mean_absolute_error: 2.4460 183/4840 [>.............................] - ETA: 5s - loss: 10.4996 - mean_absolute_error: 2.4547 230/4840 [>.............................] - ETA: 5s - loss: 10.5319 - mean_absolute_error: 2.4646 276/4840 [>.............................] - ETA: 5s - loss: 10.5654 - mean_absolute_error: 2.4662 322/4840 [>.............................] - ETA: 4s - loss: 10.6158 - mean_absolute_error: 2.4740 366/4840 [=>............................] - ETA: 4s - loss: 10.5945 - mean_absolute_error: 2.4673 412/4840 [=>............................] - ETA: 4s - loss: 10.6288 - mean_absolute_error: 2.4743 458/4840 [=>............................] - 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ETA: 2s - loss: 10.4876 - mean_absolute_error: 2.45872427/4840 [==============>...............] - ETA: 2s - loss: 10.4942 - mean_absolute_error: 2.45942473/4840 [==============>...............] - ETA: 2s - loss: 10.5008 - mean_absolute_error: 2.46092519/4840 [==============>...............] - ETA: 2s - loss: 10.4976 - mean_absolute_error: 2.46072564/4840 [==============>...............] - ETA: 2s - loss: 10.4895 - mean_absolute_error: 2.45952611/4840 [===============>..............] - ETA: 2s - loss: 10.4948 - mean_absolute_error: 2.46012657/4840 [===============>..............] - ETA: 2s - loss: 10.5009 - mean_absolute_error: 2.46062704/4840 [===============>..............] - ETA: 2s - loss: 10.5049 - mean_absolute_error: 2.46142748/4840 [================>.............] - ETA: 2s - loss: 10.5012 - mean_absolute_error: 2.46092795/4840 [================>.............] - ETA: 2s - loss: 10.4923 - mean_absolute_error: 2.46022840/4840 [================>.............] - ETA: 2s - loss: 10.4856 - 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ETA: 0s - loss: 10.5072 - mean_absolute_error: 2.46254346/4840 [=========================>....] - ETA: 0s - loss: 10.4991 - mean_absolute_error: 2.46164392/4840 [==========================>...] - ETA: 0s - loss: 10.4998 - mean_absolute_error: 2.46154439/4840 [==========================>...] - ETA: 0s - loss: 10.5046 - mean_absolute_error: 2.46214484/4840 [==========================>...] - ETA: 0s - loss: 10.5064 - mean_absolute_error: 2.46244528/4840 [===========================>..] - ETA: 0s - loss: 10.5003 - mean_absolute_error: 2.46144574/4840 [===========================>..] - ETA: 0s - loss: 10.5016 - mean_absolute_error: 2.46134619/4840 [===========================>..] - ETA: 0s - loss: 10.5070 - mean_absolute_error: 2.46224664/4840 [===========================>..] - ETA: 0s - loss: 10.5021 - mean_absolute_error: 2.46194709/4840 [============================>.] - ETA: 0s - loss: 10.5043 - mean_absolute_error: 2.46224754/4840 [============================>.] - ETA: 0s - loss: 10.5050 - mean_absolute_error: 2.46234800/4840 [============================>.] - ETA: 0s - loss: 10.5024 - mean_absolute_error: 2.46184840/4840 [==============================] - 6s 1ms/step - loss: 10.5020 - mean_absolute_error: 2.4617 - val_loss: 11.5004 - val_mean_absolute_error: 2.5819
Epoch 75/100
1/4840 [..............................] - ETA: 9s - loss: 8.1133 - mean_absolute_error: 2.1453 45/4840 [..............................] - ETA: 5s - loss: 10.8383 - mean_absolute_error: 2.4926 90/4840 [..............................] - ETA: 5s - loss: 11.1141 - mean_absolute_error: 2.5271 137/4840 [..............................] - ETA: 5s - loss: 11.2139 - mean_absolute_error: 2.5410 182/4840 [>.............................] - ETA: 5s - loss: 10.8643 - mean_absolute_error: 2.4981 227/4840 [>.............................] - ETA: 5s - loss: 10.8356 - mean_absolute_error: 2.4919 273/4840 [>.............................] - ETA: 5s - loss: 10.7596 - mean_absolute_error: 2.4808 319/4840 [>.............................] - ETA: 5s - loss: 10.7272 - mean_absolute_error: 2.4804 365/4840 [=>............................] - ETA: 4s - loss: 10.6912 - mean_absolute_error: 2.4786 412/4840 [=>............................] - ETA: 4s - loss: 10.6475 - mean_absolute_error: 2.4760 457/4840 [=>............................] - 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mean_absolute_error: 2.45391929/4840 [==========>...................] - ETA: 3s - loss: 10.4615 - mean_absolute_error: 2.45351975/4840 [===========>..................] - ETA: 3s - loss: 10.4482 - mean_absolute_error: 2.45212022/4840 [===========>..................] - ETA: 3s - loss: 10.4501 - mean_absolute_error: 2.45322067/4840 [===========>..................] - ETA: 3s - loss: 10.4565 - mean_absolute_error: 2.45392114/4840 [============>.................] - ETA: 3s - loss: 10.4659 - mean_absolute_error: 2.45492161/4840 [============>.................] - ETA: 2s - loss: 10.4564 - mean_absolute_error: 2.45362206/4840 [============>.................] - ETA: 2s - loss: 10.4527 - mean_absolute_error: 2.45342252/4840 [============>.................] - ETA: 2s - loss: 10.4456 - mean_absolute_error: 2.45322299/4840 [=============>................] - ETA: 2s - loss: 10.4581 - mean_absolute_error: 2.45492346/4840 [=============>................] - ETA: 2s - loss: 10.4805 - mean_absolute_error: 2.45782391/4840 [=============>................] - 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mean_absolute_error: 2.46032895/4840 [================>.............] - ETA: 2s - loss: 10.5074 - mean_absolute_error: 2.46052941/4840 [=================>............] - ETA: 2s - loss: 10.5075 - mean_absolute_error: 2.46032988/4840 [=================>............] - ETA: 2s - loss: 10.5144 - mean_absolute_error: 2.46113033/4840 [=================>............] - ETA: 1s - loss: 10.5166 - mean_absolute_error: 2.46153080/4840 [==================>...........] - ETA: 1s - loss: 10.5156 - mean_absolute_error: 2.46103125/4840 [==================>...........] - ETA: 1s - loss: 10.5125 - mean_absolute_error: 2.46043171/4840 [==================>...........] - ETA: 1s - loss: 10.5173 - mean_absolute_error: 2.46103216/4840 [==================>...........] - ETA: 1s - loss: 10.5099 - mean_absolute_error: 2.46033262/4840 [===================>..........] - ETA: 1s - loss: 10.5094 - mean_absolute_error: 2.46053308/4840 [===================>..........] - ETA: 1s - loss: 10.5133 - mean_absolute_error: 2.46123353/4840 [===================>..........] - ETA: 1s - loss: 10.5087 - mean_absolute_error: 2.46103399/4840 [====================>.........] - ETA: 1s - loss: 10.5113 - mean_absolute_error: 2.46133445/4840 [====================>.........] - ETA: 1s - loss: 10.5118 - mean_absolute_error: 2.46183491/4840 [====================>.........] - ETA: 1s - loss: 10.5123 - mean_absolute_error: 2.46233537/4840 [====================>.........] - ETA: 1s - loss: 10.5196 - mean_absolute_error: 2.46313583/4840 [=====================>........] - ETA: 1s - loss: 10.5242 - mean_absolute_error: 2.46373628/4840 [=====================>........] - ETA: 1s - loss: 10.5252 - mean_absolute_error: 2.46383673/4840 [=====================>........] - ETA: 1s - loss: 10.5239 - mean_absolute_error: 2.46363718/4840 [======================>.......] - ETA: 1s - loss: 10.5203 - mean_absolute_error: 2.46303763/4840 [======================>.......] - ETA: 1s - loss: 10.5213 - mean_absolute_error: 2.46333810/4840 [======================>.......] - ETA: 1s - loss: 10.5084 - mean_absolute_error: 2.46163857/4840 [======================>.......] - ETA: 1s - loss: 10.5061 - mean_absolute_error: 2.46133903/4840 [=======================>......] - ETA: 1s - loss: 10.5042 - mean_absolute_error: 2.46073949/4840 [=======================>......] - ETA: 0s - loss: 10.5058 - mean_absolute_error: 2.46073995/4840 [=======================>......] - ETA: 0s - loss: 10.5007 - mean_absolute_error: 2.46004041/4840 [========================>.....] - ETA: 0s - loss: 10.5018 - mean_absolute_error: 2.46064088/4840 [========================>.....] - ETA: 0s - loss: 10.5033 - mean_absolute_error: 2.46094134/4840 [========================>.....] - ETA: 0s - loss: 10.4979 - mean_absolute_error: 2.46044180/4840 [========================>.....] - ETA: 0s - loss: 10.4931 - mean_absolute_error: 2.46004225/4840 [=========================>....] - ETA: 0s - loss: 10.5004 - mean_absolute_error: 2.46064270/4840 [=========================>....] - ETA: 0s - loss: 10.4997 - mean_absolute_error: 2.46054315/4840 [=========================>....] - ETA: 0s - loss: 10.4943 - mean_absolute_error: 2.46014361/4840 [==========================>...] - ETA: 0s - loss: 10.5001 - mean_absolute_error: 2.46114406/4840 [==========================>...] - ETA: 0s - loss: 10.5033 - mean_absolute_error: 2.46164451/4840 [==========================>...] - ETA: 0s - loss: 10.4955 - mean_absolute_error: 2.46074496/4840 [==========================>...] - ETA: 0s - loss: 10.4963 - mean_absolute_error: 2.46084542/4840 [===========================>..] - ETA: 0s - loss: 10.5003 - mean_absolute_error: 2.46144587/4840 [===========================>..] - ETA: 0s - loss: 10.4986 - mean_absolute_error: 2.46144633/4840 [===========================>..] - ETA: 0s - loss: 10.4987 - mean_absolute_error: 2.46144677/4840 [===========================>..] - ETA: 0s - loss: 10.4975 - mean_absolute_error: 2.46134723/4840 [============================>.] - ETA: 0s - loss: 10.5059 - mean_absolute_error: 2.46274770/4840 [============================>.] - ETA: 0s - loss: 10.5067 - mean_absolute_error: 2.46274816/4840 [============================>.] - ETA: 0s - loss: 10.5083 - mean_absolute_error: 2.46274840/4840 [==============================] - 6s 1ms/step - loss: 10.5030 - mean_absolute_error: 2.4622 - val_loss: 11.4967 - val_mean_absolute_error: 2.5811
Epoch 76/100
1/4840 [..............................] - ETA: 9s - loss: 9.0234 - mean_absolute_error: 2.3123 46/4840 [..............................] - ETA: 5s - loss: 10.8880 - mean_absolute_error: 2.5177 91/4840 [..............................] - ETA: 5s - loss: 10.5069 - mean_absolute_error: 2.4618 138/4840 [..............................] - ETA: 5s - loss: 10.4121 - mean_absolute_error: 2.4515 183/4840 [>.............................] - ETA: 5s - loss: 10.3280 - mean_absolute_error: 2.4380 230/4840 [>.............................] - ETA: 5s - loss: 10.3496 - mean_absolute_error: 2.4409 276/4840 [>.............................] - ETA: 5s - loss: 10.4022 - mean_absolute_error: 2.4481 322/4840 [>.............................] - ETA: 5s - loss: 10.4436 - mean_absolute_error: 2.4540 368/4840 [=>............................] - ETA: 4s - loss: 10.3727 - mean_absolute_error: 2.4449 414/4840 [=>............................] - ETA: 4s - loss: 10.3696 - mean_absolute_error: 2.4434 459/4840 [=>............................] - 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mean_absolute_error: 2.46093828/4840 [======================>.......] - ETA: 1s - loss: 10.4927 - mean_absolute_error: 2.46113874/4840 [=======================>......] - ETA: 1s - loss: 10.4941 - mean_absolute_error: 2.46103920/4840 [=======================>......] - ETA: 1s - loss: 10.4901 - mean_absolute_error: 2.46033966/4840 [=======================>......] - ETA: 0s - loss: 10.4870 - mean_absolute_error: 2.46024010/4840 [=======================>......] - ETA: 0s - loss: 10.4862 - mean_absolute_error: 2.45974057/4840 [========================>.....] - ETA: 0s - loss: 10.4796 - mean_absolute_error: 2.45884103/4840 [========================>.....] - ETA: 0s - loss: 10.4843 - mean_absolute_error: 2.45914149/4840 [========================>.....] - ETA: 0s - loss: 10.4819 - mean_absolute_error: 2.45884195/4840 [=========================>....] - ETA: 0s - loss: 10.4907 - mean_absolute_error: 2.46004239/4840 [=========================>....] - ETA: 0s - loss: 10.4940 - mean_absolute_error: 2.46054285/4840 [=========================>....] - ETA: 0s - loss: 10.4907 - mean_absolute_error: 2.45994331/4840 [=========================>....] - ETA: 0s - loss: 10.4888 - mean_absolute_error: 2.45984376/4840 [==========================>...] - ETA: 0s - loss: 10.4898 - mean_absolute_error: 2.45964422/4840 [==========================>...] - ETA: 0s - loss: 10.4870 - mean_absolute_error: 2.45954468/4840 [==========================>...] - ETA: 0s - loss: 10.4825 - mean_absolute_error: 2.45894514/4840 [==========================>...] - ETA: 0s - loss: 10.4832 - mean_absolute_error: 2.45904560/4840 [===========================>..] - ETA: 0s - loss: 10.4850 - mean_absolute_error: 2.45954607/4840 [===========================>..] - ETA: 0s - loss: 10.4827 - mean_absolute_error: 2.45924648/4840 [===========================>..] - ETA: 0s - loss: 10.4818 - mean_absolute_error: 2.45884693/4840 [============================>.] - ETA: 0s - loss: 10.4868 - mean_absolute_error: 2.45964739/4840 [============================>.] - ETA: 0s - loss: 10.4898 - mean_absolute_error: 2.45994782/4840 [============================>.] - ETA: 0s - loss: 10.4964 - mean_absolute_error: 2.46054828/4840 [============================>.] - ETA: 0s - loss: 10.5038 - mean_absolute_error: 2.46144840/4840 [==============================] - 6s 1ms/step - loss: 10.5034 - mean_absolute_error: 2.4613 - val_loss: 11.4970 - val_mean_absolute_error: 2.5803
Epoch 77/100
1/4840 [..............................] - ETA: 14s - loss: 9.5123 - mean_absolute_error: 2.4428 46/4840 [..............................] - ETA: 5s - loss: 10.6653 - mean_absolute_error: 2.4767 91/4840 [..............................] - ETA: 5s - loss: 10.5505 - mean_absolute_error: 2.4563 137/4840 [..............................] - ETA: 5s - loss: 10.5319 - mean_absolute_error: 2.4517 182/4840 [>.............................] - ETA: 5s - loss: 10.5112 - mean_absolute_error: 2.4534 229/4840 [>.............................] - ETA: 5s - loss: 10.3526 - mean_absolute_error: 2.4392 274/4840 [>.............................] - ETA: 5s - loss: 10.2335 - mean_absolute_error: 2.4285 321/4840 [>.............................] - ETA: 5s - loss: 10.2771 - mean_absolute_error: 2.4362 365/4840 [=>............................] - ETA: 4s - loss: 10.1935 - mean_absolute_error: 2.4255 410/4840 [=>............................] - ETA: 4s - loss: 10.2013 - mean_absolute_error: 2.4249 456/4840 [=>............................] - 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mean_absolute_error: 2.43751918/4840 [==========>...................] - ETA: 3s - loss: 10.3367 - mean_absolute_error: 2.43771963/4840 [===========>..................] - ETA: 3s - loss: 10.3349 - mean_absolute_error: 2.43762009/4840 [===========>..................] - ETA: 3s - loss: 10.3424 - mean_absolute_error: 2.43922054/4840 [===========>..................] - ETA: 3s - loss: 10.3513 - mean_absolute_error: 2.44012100/4840 [============>.................] - ETA: 3s - loss: 10.3593 - mean_absolute_error: 2.44132145/4840 [============>.................] - ETA: 2s - loss: 10.3671 - mean_absolute_error: 2.44162191/4840 [============>.................] - ETA: 2s - loss: 10.3590 - mean_absolute_error: 2.44072236/4840 [============>.................] - ETA: 2s - loss: 10.3708 - mean_absolute_error: 2.44232282/4840 [=============>................] - ETA: 2s - loss: 10.3583 - mean_absolute_error: 2.44042327/4840 [=============>................] - ETA: 2s - loss: 10.3567 - mean_absolute_error: 2.43922373/4840 [=============>................] - 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mean_absolute_error: 2.44512880/4840 [================>.............] - ETA: 2s - loss: 10.4082 - mean_absolute_error: 2.44572925/4840 [=================>............] - ETA: 2s - loss: 10.4107 - mean_absolute_error: 2.44622969/4840 [=================>............] - ETA: 2s - loss: 10.4258 - mean_absolute_error: 2.44863015/4840 [=================>............] - ETA: 2s - loss: 10.4192 - mean_absolute_error: 2.44803061/4840 [=================>............] - ETA: 1s - loss: 10.4192 - mean_absolute_error: 2.44793108/4840 [==================>...........] - ETA: 1s - loss: 10.4313 - mean_absolute_error: 2.44973155/4840 [==================>...........] - ETA: 1s - loss: 10.4393 - mean_absolute_error: 2.45073199/4840 [==================>...........] - ETA: 1s - loss: 10.4368 - mean_absolute_error: 2.45033245/4840 [===================>..........] - ETA: 1s - loss: 10.4340 - mean_absolute_error: 2.45023291/4840 [===================>..........] - ETA: 1s - loss: 10.4410 - mean_absolute_error: 2.45153336/4840 [===================>..........] - 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mean_absolute_error: 2.45813838/4840 [======================>.......] - ETA: 1s - loss: 10.4869 - mean_absolute_error: 2.45833883/4840 [=======================>......] - ETA: 1s - loss: 10.4838 - mean_absolute_error: 2.45813929/4840 [=======================>......] - ETA: 1s - loss: 10.4835 - mean_absolute_error: 2.45793975/4840 [=======================>......] - ETA: 0s - loss: 10.4799 - mean_absolute_error: 2.45784020/4840 [=======================>......] - ETA: 0s - loss: 10.4826 - mean_absolute_error: 2.45814066/4840 [========================>.....] - ETA: 0s - loss: 10.4931 - mean_absolute_error: 2.45964113/4840 [========================>.....] - ETA: 0s - loss: 10.4921 - mean_absolute_error: 2.45954158/4840 [========================>.....] - ETA: 0s - loss: 10.4895 - mean_absolute_error: 2.45924204/4840 [=========================>....] - ETA: 0s - loss: 10.4971 - mean_absolute_error: 2.46024249/4840 [=========================>....] - ETA: 0s - loss: 10.4978 - mean_absolute_error: 2.46044293/4840 [=========================>....] - ETA: 0s - loss: 10.5006 - mean_absolute_error: 2.46094339/4840 [=========================>....] - ETA: 0s - loss: 10.4921 - mean_absolute_error: 2.45994385/4840 [==========================>...] - ETA: 0s - loss: 10.4892 - mean_absolute_error: 2.45934430/4840 [==========================>...] - ETA: 0s - loss: 10.4866 - mean_absolute_error: 2.45884476/4840 [==========================>...] - ETA: 0s - loss: 10.4895 - mean_absolute_error: 2.45934522/4840 [===========================>..] - ETA: 0s - loss: 10.4902 - mean_absolute_error: 2.45934566/4840 [===========================>..] - ETA: 0s - loss: 10.4990 - mean_absolute_error: 2.46014610/4840 [===========================>..] - ETA: 0s - loss: 10.5014 - mean_absolute_error: 2.46064655/4840 [===========================>..] - ETA: 0s - loss: 10.5069 - mean_absolute_error: 2.46154701/4840 [============================>.] - ETA: 0s - loss: 10.5035 - mean_absolute_error: 2.46134747/4840 [============================>.] - ETA: 0s - loss: 10.4993 - mean_absolute_error: 2.46094793/4840 [============================>.] - ETA: 0s - loss: 10.5027 - mean_absolute_error: 2.46114839/4840 [============================>.] - ETA: 0s - loss: 10.5039 - mean_absolute_error: 2.46134840/4840 [==============================] - 6s 1ms/step - loss: 10.5032 - mean_absolute_error: 2.4612 - val_loss: 11.5000 - val_mean_absolute_error: 2.5809
Epoch 78/100
1/4840 [..............................] - ETA: 9s - loss: 14.6538 - mean_absolute_error: 2.9002 47/4840 [..............................] - ETA: 5s - loss: 10.3994 - mean_absolute_error: 2.4344 92/4840 [..............................] - ETA: 5s - loss: 10.2337 - mean_absolute_error: 2.4214 139/4840 [..............................] - ETA: 5s - loss: 10.1336 - mean_absolute_error: 2.4118 185/4840 [>.............................] - ETA: 5s - loss: 10.0370 - mean_absolute_error: 2.4017 231/4840 [>.............................] - ETA: 5s - loss: 10.0275 - mean_absolute_error: 2.4027 277/4840 [>.............................] - ETA: 5s - loss: 10.0702 - mean_absolute_error: 2.4056 323/4840 [=>............................] - ETA: 4s - loss: 10.0867 - mean_absolute_error: 2.4094 369/4840 [=>............................] - ETA: 4s - loss: 10.0702 - mean_absolute_error: 2.4047 415/4840 [=>............................] - ETA: 4s - loss: 10.0507 - mean_absolute_error: 2.4039 460/4840 [=>............................] - 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mean_absolute_error: 2.44271919/4840 [==========>...................] - ETA: 3s - loss: 10.3712 - mean_absolute_error: 2.44481965/4840 [===========>..................] - ETA: 3s - loss: 10.3746 - mean_absolute_error: 2.44512010/4840 [===========>..................] - ETA: 3s - loss: 10.3813 - mean_absolute_error: 2.44582055/4840 [===========>..................] - ETA: 3s - loss: 10.3808 - mean_absolute_error: 2.44582101/4840 [============>.................] - ETA: 3s - loss: 10.3710 - mean_absolute_error: 2.44362146/4840 [============>.................] - ETA: 2s - loss: 10.3812 - mean_absolute_error: 2.44542191/4840 [============>.................] - ETA: 2s - loss: 10.3792 - mean_absolute_error: 2.44552237/4840 [============>.................] - ETA: 2s - loss: 10.3874 - mean_absolute_error: 2.44662283/4840 [=============>................] - ETA: 2s - loss: 10.3886 - mean_absolute_error: 2.44702327/4840 [=============>................] - ETA: 2s - loss: 10.3827 - mean_absolute_error: 2.44612374/4840 [=============>................] - ETA: 2s - loss: 10.3985 - mean_absolute_error: 2.44772421/4840 [==============>...............] - ETA: 2s - loss: 10.4125 - mean_absolute_error: 2.44942466/4840 [==============>...............] - ETA: 2s - loss: 10.4074 - mean_absolute_error: 2.44882512/4840 [==============>...............] - ETA: 2s - loss: 10.4030 - mean_absolute_error: 2.44832559/4840 [==============>...............] - ETA: 2s - loss: 10.4016 - mean_absolute_error: 2.44832606/4840 [===============>..............] - ETA: 2s - loss: 10.4132 - mean_absolute_error: 2.44942652/4840 [===============>..............] - ETA: 2s - loss: 10.4229 - mean_absolute_error: 2.45072698/4840 [===============>..............] - ETA: 2s - loss: 10.4209 - mean_absolute_error: 2.45032744/4840 [================>.............] - ETA: 2s - loss: 10.4170 - mean_absolute_error: 2.44982789/4840 [================>.............] - ETA: 2s - loss: 10.4229 - mean_absolute_error: 2.45092835/4840 [================>.............] - ETA: 2s - loss: 10.4189 - mean_absolute_error: 2.45002882/4840 [================>.............] - ETA: 2s - loss: 10.4174 - mean_absolute_error: 2.44962927/4840 [=================>............] - ETA: 2s - loss: 10.4223 - mean_absolute_error: 2.45082972/4840 [=================>............] - ETA: 2s - loss: 10.4287 - mean_absolute_error: 2.45173017/4840 [=================>............] - ETA: 2s - loss: 10.4252 - mean_absolute_error: 2.45093064/4840 [=================>............] - ETA: 1s - loss: 10.4366 - mean_absolute_error: 2.45233109/4840 [==================>...........] - ETA: 1s - loss: 10.4480 - mean_absolute_error: 2.45423156/4840 [==================>...........] - ETA: 1s - loss: 10.4457 - mean_absolute_error: 2.45413201/4840 [==================>...........] - ETA: 1s - loss: 10.4416 - mean_absolute_error: 2.45403245/4840 [===================>..........] - ETA: 1s - loss: 10.4405 - mean_absolute_error: 2.45403291/4840 [===================>..........] - ETA: 1s - loss: 10.4390 - mean_absolute_error: 2.45373336/4840 [===================>..........] - 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mean_absolute_error: 2.45793840/4840 [======================>.......] - ETA: 1s - loss: 10.4785 - mean_absolute_error: 2.45783883/4840 [=======================>......] - ETA: 1s - loss: 10.4798 - mean_absolute_error: 2.45793928/4840 [=======================>......] - ETA: 1s - loss: 10.4745 - mean_absolute_error: 2.45743974/4840 [=======================>......] - ETA: 0s - loss: 10.4730 - mean_absolute_error: 2.45674021/4840 [=======================>......] - ETA: 0s - loss: 10.4790 - mean_absolute_error: 2.45784066/4840 [========================>.....] - ETA: 0s - loss: 10.4837 - mean_absolute_error: 2.45864111/4840 [========================>.....] - ETA: 0s - loss: 10.4856 - mean_absolute_error: 2.45884157/4840 [========================>.....] - ETA: 0s - loss: 10.4890 - mean_absolute_error: 2.45894201/4840 [=========================>....] - ETA: 0s - loss: 10.4903 - mean_absolute_error: 2.45944248/4840 [=========================>....] - ETA: 0s - loss: 10.4912 - mean_absolute_error: 2.45954295/4840 [=========================>....] - ETA: 0s - loss: 10.4874 - mean_absolute_error: 2.45894343/4840 [=========================>....] - ETA: 0s - loss: 10.4871 - mean_absolute_error: 2.45894389/4840 [==========================>...] - ETA: 0s - loss: 10.4904 - mean_absolute_error: 2.45964435/4840 [==========================>...] - ETA: 0s - loss: 10.4878 - mean_absolute_error: 2.45894479/4840 [==========================>...] - ETA: 0s - loss: 10.4903 - mean_absolute_error: 2.45924525/4840 [===========================>..] - ETA: 0s - loss: 10.4852 - mean_absolute_error: 2.45884570/4840 [===========================>..] - ETA: 0s - loss: 10.4860 - mean_absolute_error: 2.45904616/4840 [===========================>..] - ETA: 0s - loss: 10.4914 - mean_absolute_error: 2.45974662/4840 [===========================>..] - ETA: 0s - loss: 10.4964 - mean_absolute_error: 2.46004709/4840 [============================>.] - ETA: 0s - loss: 10.5008 - mean_absolute_error: 2.46014755/4840 [============================>.] - ETA: 0s - loss: 10.5044 - mean_absolute_error: 2.46074800/4840 [============================>.] - ETA: 0s - loss: 10.5052 - mean_absolute_error: 2.46094840/4840 [==============================] - 6s 1ms/step - loss: 10.5037 - mean_absolute_error: 2.4603 - val_loss: 11.4994 - val_mean_absolute_error: 2.5815
Epoch 79/100
1/4840 [..............................] - ETA: 9s - loss: 10.6791 - mean_absolute_error: 2.4641 46/4840 [..............................] - ETA: 5s - loss: 9.9522 - mean_absolute_error: 2.3868 92/4840 [..............................] - ETA: 5s - loss: 10.2457 - mean_absolute_error: 2.4152 139/4840 [..............................] - ETA: 5s - loss: 10.3739 - mean_absolute_error: 2.4359 184/4840 [>.............................] - ETA: 5s - loss: 10.3308 - mean_absolute_error: 2.4215 231/4840 [>.............................] - ETA: 5s - loss: 10.3554 - mean_absolute_error: 2.4331 276/4840 [>.............................] - ETA: 5s - loss: 10.3532 - mean_absolute_error: 2.4325 321/4840 [>.............................] - ETA: 4s - loss: 10.4152 - mean_absolute_error: 2.4430 367/4840 [=>............................] - ETA: 4s - loss: 10.5012 - mean_absolute_error: 2.4538 411/4840 [=>............................] - ETA: 4s - loss: 10.4446 - mean_absolute_error: 2.4481 458/4840 [=>............................] - 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mean_absolute_error: 2.4509 965/4840 [====>.........................] - ETA: 4s - loss: 10.4134 - mean_absolute_error: 2.44931012/4840 [=====>........................] - ETA: 4s - loss: 10.4225 - mean_absolute_error: 2.45041057/4840 [=====>........................] - ETA: 4s - loss: 10.4102 - mean_absolute_error: 2.44921104/4840 [=====>........................] - ETA: 4s - loss: 10.4068 - mean_absolute_error: 2.44991151/4840 [======>.......................] - ETA: 4s - loss: 10.3843 - mean_absolute_error: 2.44601197/4840 [======>.......................] - ETA: 4s - loss: 10.3945 - mean_absolute_error: 2.44661242/4840 [======>.......................] - ETA: 3s - loss: 10.3681 - mean_absolute_error: 2.44231289/4840 [======>.......................] - ETA: 3s - loss: 10.3723 - mean_absolute_error: 2.44431334/4840 [=======>......................] - ETA: 3s - loss: 10.3675 - mean_absolute_error: 2.44391380/4840 [=======>......................] - ETA: 3s - loss: 10.3688 - mean_absolute_error: 2.44341426/4840 [=======>......................] - ETA: 3s - loss: 10.3544 - mean_absolute_error: 2.44081471/4840 [========>.....................] - ETA: 3s - loss: 10.3825 - mean_absolute_error: 2.44311517/4840 [========>.....................] - ETA: 3s - loss: 10.4021 - mean_absolute_error: 2.44671564/4840 [========>.....................] - ETA: 3s - loss: 10.3988 - mean_absolute_error: 2.44711609/4840 [========>.....................] - ETA: 3s - loss: 10.4011 - mean_absolute_error: 2.44771655/4840 [=========>....................] - ETA: 3s - loss: 10.4096 - mean_absolute_error: 2.44951702/4840 [=========>....................] - ETA: 3s - loss: 10.4238 - mean_absolute_error: 2.45201748/4840 [=========>....................] - ETA: 3s - loss: 10.4361 - mean_absolute_error: 2.45351794/4840 [==========>...................] - ETA: 3s - loss: 10.4411 - mean_absolute_error: 2.45401839/4840 [==========>...................] - ETA: 3s - loss: 10.4232 - mean_absolute_error: 2.45111883/4840 [==========>...................] - ETA: 3s - loss: 10.4184 - mean_absolute_error: 2.45071929/4840 [==========>...................] - ETA: 3s - loss: 10.4203 - mean_absolute_error: 2.45111976/4840 [===========>..................] - ETA: 3s - loss: 10.4123 - mean_absolute_error: 2.45002023/4840 [===========>..................] - ETA: 3s - loss: 10.4172 - mean_absolute_error: 2.45022069/4840 [===========>..................] - ETA: 3s - loss: 10.4229 - mean_absolute_error: 2.45162115/4840 [============>.................] - ETA: 3s - loss: 10.4292 - mean_absolute_error: 2.45262161/4840 [============>.................] - ETA: 2s - loss: 10.4267 - mean_absolute_error: 2.45262206/4840 [============>.................] - ETA: 2s - loss: 10.4191 - mean_absolute_error: 2.45162252/4840 [============>.................] - ETA: 2s - loss: 10.4150 - mean_absolute_error: 2.45162298/4840 [=============>................] - ETA: 2s - loss: 10.4279 - mean_absolute_error: 2.45352344/4840 [=============>................] - ETA: 2s - loss: 10.4284 - mean_absolute_error: 2.45352389/4840 [=============>................] - 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mean_absolute_error: 2.45562891/4840 [================>.............] - ETA: 2s - loss: 10.4432 - mean_absolute_error: 2.45552937/4840 [=================>............] - ETA: 2s - loss: 10.4528 - mean_absolute_error: 2.45702983/4840 [=================>............] - ETA: 2s - loss: 10.4384 - mean_absolute_error: 2.45493029/4840 [=================>............] - ETA: 1s - loss: 10.4324 - mean_absolute_error: 2.45423074/4840 [==================>...........] - ETA: 1s - loss: 10.4413 - mean_absolute_error: 2.45553120/4840 [==================>...........] - ETA: 1s - loss: 10.4394 - mean_absolute_error: 2.45513164/4840 [==================>...........] - ETA: 1s - loss: 10.4446 - mean_absolute_error: 2.45573211/4840 [==================>...........] - ETA: 1s - loss: 10.4483 - mean_absolute_error: 2.45583257/4840 [===================>..........] - ETA: 1s - loss: 10.4436 - mean_absolute_error: 2.45493303/4840 [===================>..........] - ETA: 1s - loss: 10.4512 - mean_absolute_error: 2.45593349/4840 [===================>..........] - ETA: 1s - loss: 10.4499 - mean_absolute_error: 2.45533395/4840 [====================>.........] - ETA: 1s - loss: 10.4544 - mean_absolute_error: 2.45583442/4840 [====================>.........] - ETA: 1s - loss: 10.4602 - mean_absolute_error: 2.45623488/4840 [====================>.........] - ETA: 1s - loss: 10.4644 - mean_absolute_error: 2.45703535/4840 [====================>.........] - ETA: 1s - loss: 10.4609 - mean_absolute_error: 2.45643581/4840 [=====================>........] - ETA: 1s - loss: 10.4613 - mean_absolute_error: 2.45643629/4840 [=====================>........] - ETA: 1s - loss: 10.4668 - mean_absolute_error: 2.45723675/4840 [=====================>........] - ETA: 1s - loss: 10.4676 - mean_absolute_error: 2.45703719/4840 [======================>.......] - ETA: 1s - loss: 10.4671 - mean_absolute_error: 2.45703767/4840 [======================>.......] - ETA: 1s - loss: 10.4658 - mean_absolute_error: 2.45643811/4840 [======================>.......] - ETA: 1s - loss: 10.4717 - mean_absolute_error: 2.45733856/4840 [======================>.......] - ETA: 1s - loss: 10.4728 - mean_absolute_error: 2.45763901/4840 [=======================>......] - ETA: 1s - loss: 10.4779 - mean_absolute_error: 2.45823947/4840 [=======================>......] - ETA: 0s - loss: 10.4732 - mean_absolute_error: 2.45783992/4840 [=======================>......] - ETA: 0s - loss: 10.4772 - mean_absolute_error: 2.45784037/4840 [========================>.....] - ETA: 0s - loss: 10.4779 - mean_absolute_error: 2.45804083/4840 [========================>.....] - ETA: 0s - loss: 10.4792 - mean_absolute_error: 2.45854128/4840 [========================>.....] - ETA: 0s - loss: 10.4867 - mean_absolute_error: 2.45964175/4840 [========================>.....] - ETA: 0s - loss: 10.4921 - mean_absolute_error: 2.46044220/4840 [=========================>....] - ETA: 0s - loss: 10.4936 - mean_absolute_error: 2.46074268/4840 [=========================>....] - ETA: 0s - loss: 10.4903 - mean_absolute_error: 2.46044314/4840 [=========================>....] - ETA: 0s - loss: 10.4909 - mean_absolute_error: 2.46034361/4840 [==========================>...] - ETA: 0s - loss: 10.4902 - mean_absolute_error: 2.46004408/4840 [==========================>...] - ETA: 0s - loss: 10.4903 - mean_absolute_error: 2.46034453/4840 [==========================>...] - ETA: 0s - loss: 10.4974 - mean_absolute_error: 2.46084499/4840 [==========================>...] - ETA: 0s - loss: 10.5008 - mean_absolute_error: 2.46124544/4840 [===========================>..] - ETA: 0s - loss: 10.5024 - mean_absolute_error: 2.46134590/4840 [===========================>..] - ETA: 0s - loss: 10.5010 - mean_absolute_error: 2.46134634/4840 [===========================>..] - ETA: 0s - loss: 10.5004 - mean_absolute_error: 2.46084681/4840 [============================>.] - ETA: 0s - loss: 10.5011 - mean_absolute_error: 2.46134727/4840 [============================>.] - ETA: 0s - loss: 10.4998 - mean_absolute_error: 2.46134772/4840 [============================>.] - ETA: 0s - loss: 10.5029 - mean_absolute_error: 2.46174818/4840 [============================>.] - ETA: 0s - loss: 10.5045 - mean_absolute_error: 2.46184840/4840 [==============================] - 6s 1ms/step - loss: 10.5027 - mean_absolute_error: 2.4616 - val_loss: 11.4980 - val_mean_absolute_error: 2.5812
Epoch 80/100
1/4840 [..............................] - ETA: 9s - loss: 9.8831 - mean_absolute_error: 2.3425 48/4840 [..............................] - ETA: 5s - loss: 10.2438 - mean_absolute_error: 2.4093 94/4840 [..............................] - ETA: 5s - loss: 10.0818 - mean_absolute_error: 2.3872 141/4840 [..............................] - ETA: 5s - loss: 10.1241 - mean_absolute_error: 2.4010 186/4840 [>.............................] - ETA: 5s - loss: 10.2785 - mean_absolute_error: 2.4284 232/4840 [>.............................] - ETA: 5s - loss: 10.4170 - mean_absolute_error: 2.4544 278/4840 [>.............................] - ETA: 4s - loss: 10.4572 - mean_absolute_error: 2.4614 325/4840 [=>............................] - ETA: 4s - loss: 10.5647 - mean_absolute_error: 2.4728 370/4840 [=>............................] - ETA: 4s - loss: 10.5276 - mean_absolute_error: 2.4653 414/4840 [=>............................] - ETA: 4s - loss: 10.5478 - mean_absolute_error: 2.4677 461/4840 [=>............................] - 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mean_absolute_error: 2.45663827/4840 [======================>.......] - ETA: 1s - loss: 10.4805 - mean_absolute_error: 2.45753873/4840 [=======================>......] - ETA: 1s - loss: 10.4896 - mean_absolute_error: 2.45863920/4840 [=======================>......] - ETA: 1s - loss: 10.4975 - mean_absolute_error: 2.45993966/4840 [=======================>......] - ETA: 0s - loss: 10.4987 - mean_absolute_error: 2.46034012/4840 [=======================>......] - ETA: 0s - loss: 10.5009 - mean_absolute_error: 2.46074057/4840 [========================>.....] - ETA: 0s - loss: 10.5043 - mean_absolute_error: 2.46144103/4840 [========================>.....] - ETA: 0s - loss: 10.5028 - mean_absolute_error: 2.46134147/4840 [========================>.....] - ETA: 0s - loss: 10.4979 - mean_absolute_error: 2.46044192/4840 [========================>.....] - ETA: 0s - loss: 10.4968 - mean_absolute_error: 2.46034235/4840 [=========================>....] - ETA: 0s - loss: 10.4869 - mean_absolute_error: 2.45904281/4840 [=========================>....] - ETA: 0s - loss: 10.4834 - mean_absolute_error: 2.45864328/4840 [=========================>....] - ETA: 0s - loss: 10.4853 - mean_absolute_error: 2.45884373/4840 [==========================>...] - ETA: 0s - loss: 10.4869 - mean_absolute_error: 2.45914419/4840 [==========================>...] - ETA: 0s - loss: 10.4899 - mean_absolute_error: 2.45914463/4840 [==========================>...] - ETA: 0s - loss: 10.4865 - mean_absolute_error: 2.45854507/4840 [==========================>...] - ETA: 0s - loss: 10.4884 - mean_absolute_error: 2.45904554/4840 [===========================>..] - ETA: 0s - loss: 10.4881 - mean_absolute_error: 2.45914600/4840 [===========================>..] - ETA: 0s - loss: 10.4933 - mean_absolute_error: 2.45984647/4840 [===========================>..] - ETA: 0s - loss: 10.4940 - mean_absolute_error: 2.45994692/4840 [============================>.] - ETA: 0s - loss: 10.4924 - mean_absolute_error: 2.45964738/4840 [============================>.] - ETA: 0s - loss: 10.4971 - mean_absolute_error: 2.46054784/4840 [============================>.] - ETA: 0s - loss: 10.4949 - mean_absolute_error: 2.46034829/4840 [============================>.] - ETA: 0s - loss: 10.5055 - mean_absolute_error: 2.46164840/4840 [==============================] - 6s 1ms/step - loss: 10.5033 - mean_absolute_error: 2.4613 - val_loss: 11.5024 - val_mean_absolute_error: 2.5815
Epoch 81/100
1/4840 [..............................] - ETA: 9s - loss: 10.2509 - mean_absolute_error: 2.6180 47/4840 [..............................] - ETA: 5s - loss: 11.1761 - mean_absolute_error: 2.5444 93/4840 [..............................] - ETA: 5s - loss: 10.8704 - mean_absolute_error: 2.5118 140/4840 [..............................] - ETA: 5s - loss: 10.6851 - mean_absolute_error: 2.4760 186/4840 [>.............................] - ETA: 5s - loss: 10.5652 - mean_absolute_error: 2.4586 230/4840 [>.............................] - ETA: 5s - loss: 10.4587 - mean_absolute_error: 2.4510 276/4840 [>.............................] - ETA: 5s - loss: 10.4091 - mean_absolute_error: 2.4504 320/4840 [>.............................] - ETA: 5s - loss: 10.5032 - mean_absolute_error: 2.4640 365/4840 [=>............................] - ETA: 4s - loss: 10.4824 - mean_absolute_error: 2.4637 411/4840 [=>............................] - ETA: 4s - loss: 10.4577 - mean_absolute_error: 2.4619 456/4840 [=>............................] - 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mean_absolute_error: 2.46701928/4840 [==========>...................] - ETA: 3s - loss: 10.5335 - mean_absolute_error: 2.46831974/4840 [===========>..................] - ETA: 3s - loss: 10.5320 - mean_absolute_error: 2.46802020/4840 [===========>..................] - ETA: 3s - loss: 10.5092 - mean_absolute_error: 2.46542067/4840 [===========>..................] - ETA: 3s - loss: 10.5042 - mean_absolute_error: 2.46452114/4840 [============>.................] - ETA: 3s - loss: 10.4828 - mean_absolute_error: 2.46172159/4840 [============>.................] - ETA: 2s - loss: 10.4712 - mean_absolute_error: 2.46042205/4840 [============>.................] - ETA: 2s - loss: 10.4625 - mean_absolute_error: 2.45912250/4840 [============>.................] - ETA: 2s - loss: 10.4678 - mean_absolute_error: 2.46032296/4840 [=============>................] - ETA: 2s - loss: 10.4740 - mean_absolute_error: 2.46032342/4840 [=============>................] - ETA: 2s - loss: 10.4724 - mean_absolute_error: 2.46012388/4840 [=============>................] - 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ETA: 1s - loss: 10.5110 - mean_absolute_error: 2.46323389/4840 [====================>.........] - ETA: 1s - loss: 10.5103 - mean_absolute_error: 2.46293435/4840 [====================>.........] - ETA: 1s - loss: 10.5067 - mean_absolute_error: 2.46283481/4840 [====================>.........] - ETA: 1s - loss: 10.5157 - mean_absolute_error: 2.46363528/4840 [====================>.........] - ETA: 1s - loss: 10.5172 - mean_absolute_error: 2.46383574/4840 [=====================>........] - ETA: 1s - loss: 10.5130 - mean_absolute_error: 2.46343620/4840 [=====================>........] - ETA: 1s - loss: 10.5125 - mean_absolute_error: 2.46333665/4840 [=====================>........] - ETA: 1s - loss: 10.5183 - mean_absolute_error: 2.46413710/4840 [=====================>........] - ETA: 1s - loss: 10.5236 - mean_absolute_error: 2.46473756/4840 [======================>.......] - ETA: 1s - loss: 10.5164 - mean_absolute_error: 2.46373802/4840 [======================>.......] - ETA: 1s - loss: 10.5222 - mean_absolute_error: 2.46433849/4840 [======================>.......] - ETA: 1s - loss: 10.5267 - mean_absolute_error: 2.46493895/4840 [=======================>......] - ETA: 1s - loss: 10.5289 - mean_absolute_error: 2.46553942/4840 [=======================>......] - ETA: 0s - loss: 10.5213 - mean_absolute_error: 2.46483987/4840 [=======================>......] - ETA: 0s - loss: 10.5208 - mean_absolute_error: 2.46474032/4840 [=======================>......] - ETA: 0s - loss: 10.5158 - mean_absolute_error: 2.46404078/4840 [========================>.....] - ETA: 0s - loss: 10.5103 - mean_absolute_error: 2.46354124/4840 [========================>.....] - ETA: 0s - loss: 10.5115 - mean_absolute_error: 2.46344171/4840 [========================>.....] - ETA: 0s - loss: 10.5152 - mean_absolute_error: 2.46374217/4840 [=========================>....] - ETA: 0s - loss: 10.5089 - mean_absolute_error: 2.46294263/4840 [=========================>....] - ETA: 0s - loss: 10.5056 - mean_absolute_error: 2.46264309/4840 [=========================>....] - 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mean_absolute_error: 2.46294808/4840 [============================>.] - ETA: 0s - loss: 10.5056 - mean_absolute_error: 2.46184840/4840 [==============================] - 6s 1ms/step - loss: 10.5024 - mean_absolute_error: 2.4616 - val_loss: 11.4991 - val_mean_absolute_error: 2.5815
Epoch 82/100
1/4840 [..............................] - ETA: 9s - loss: 10.1884 - mean_absolute_error: 2.1772 47/4840 [..............................] - ETA: 5s - loss: 10.3992 - mean_absolute_error: 2.4407 94/4840 [..............................] - ETA: 5s - loss: 10.6679 - mean_absolute_error: 2.4902 139/4840 [..............................] - ETA: 5s - loss: 10.5724 - mean_absolute_error: 2.4760 185/4840 [>.............................] - ETA: 5s - loss: 10.4475 - mean_absolute_error: 2.4543 232/4840 [>.............................] - ETA: 5s - loss: 10.4725 - mean_absolute_error: 2.4626 279/4840 [>.............................] - ETA: 4s - loss: 10.3917 - mean_absolute_error: 2.4496 325/4840 [=>............................] - ETA: 4s - loss: 10.3835 - mean_absolute_error: 2.4525 371/4840 [=>............................] - ETA: 4s - loss: 10.3583 - mean_absolute_error: 2.4457 418/4840 [=>............................] - ETA: 4s - loss: 10.3314 - mean_absolute_error: 2.4391 462/4840 [=>............................] - 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mean_absolute_error: 2.45031933/4840 [==========>...................] - ETA: 3s - loss: 10.4128 - mean_absolute_error: 2.44811980/4840 [===========>..................] - ETA: 3s - loss: 10.4041 - mean_absolute_error: 2.44682026/4840 [===========>..................] - ETA: 3s - loss: 10.4090 - mean_absolute_error: 2.44812072/4840 [===========>..................] - ETA: 3s - loss: 10.4255 - mean_absolute_error: 2.44982117/4840 [============>.................] - ETA: 2s - loss: 10.4232 - mean_absolute_error: 2.44952162/4840 [============>.................] - ETA: 2s - loss: 10.4189 - mean_absolute_error: 2.44972207/4840 [============>.................] - ETA: 2s - loss: 10.4355 - mean_absolute_error: 2.45212253/4840 [============>.................] - ETA: 2s - loss: 10.4403 - mean_absolute_error: 2.45232297/4840 [=============>................] - ETA: 2s - loss: 10.4510 - mean_absolute_error: 2.45372342/4840 [=============>................] - ETA: 2s - loss: 10.4607 - mean_absolute_error: 2.45522388/4840 [=============>................] - ETA: 2s - loss: 10.4473 - mean_absolute_error: 2.45402434/4840 [==============>...............] - ETA: 2s - loss: 10.4444 - mean_absolute_error: 2.45352478/4840 [==============>...............] - ETA: 2s - loss: 10.4271 - mean_absolute_error: 2.45162524/4840 [==============>...............] - ETA: 2s - loss: 10.4324 - mean_absolute_error: 2.45232572/4840 [==============>...............] - ETA: 2s - loss: 10.4423 - mean_absolute_error: 2.45362617/4840 [===============>..............] - ETA: 2s - loss: 10.4500 - mean_absolute_error: 2.45472664/4840 [===============>..............] - ETA: 2s - loss: 10.4577 - mean_absolute_error: 2.45552709/4840 [===============>..............] - ETA: 2s - loss: 10.4453 - mean_absolute_error: 2.45402756/4840 [================>.............] - ETA: 2s - loss: 10.4409 - mean_absolute_error: 2.45322802/4840 [================>.............] - ETA: 2s - loss: 10.4423 - mean_absolute_error: 2.45362847/4840 [================>.............] - ETA: 2s - loss: 10.4416 - 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mean_absolute_error: 2.45463855/4840 [======================>.......] - ETA: 1s - loss: 10.4318 - mean_absolute_error: 2.45333902/4840 [=======================>......] - ETA: 1s - loss: 10.4358 - mean_absolute_error: 2.45383948/4840 [=======================>......] - ETA: 0s - loss: 10.4404 - mean_absolute_error: 2.45443992/4840 [=======================>......] - ETA: 0s - loss: 10.4380 - mean_absolute_error: 2.45414039/4840 [========================>.....] - ETA: 0s - loss: 10.4466 - mean_absolute_error: 2.45534085/4840 [========================>.....] - ETA: 0s - loss: 10.4485 - mean_absolute_error: 2.45534130/4840 [========================>.....] - ETA: 0s - loss: 10.4580 - mean_absolute_error: 2.45654176/4840 [========================>.....] - ETA: 0s - loss: 10.4590 - mean_absolute_error: 2.45654222/4840 [=========================>....] - ETA: 0s - loss: 10.4559 - mean_absolute_error: 2.45594268/4840 [=========================>....] - ETA: 0s - loss: 10.4612 - mean_absolute_error: 2.45644314/4840 [=========================>....] - ETA: 0s - loss: 10.4662 - mean_absolute_error: 2.45694359/4840 [==========================>...] - ETA: 0s - loss: 10.4783 - mean_absolute_error: 2.45804405/4840 [==========================>...] - ETA: 0s - loss: 10.4820 - mean_absolute_error: 2.45844450/4840 [==========================>...] - ETA: 0s - loss: 10.4957 - mean_absolute_error: 2.46044498/4840 [==========================>...] - ETA: 0s - loss: 10.4943 - mean_absolute_error: 2.46004544/4840 [===========================>..] - ETA: 0s - loss: 10.4908 - mean_absolute_error: 2.45974589/4840 [===========================>..] - ETA: 0s - loss: 10.4926 - mean_absolute_error: 2.46004636/4840 [===========================>..] - ETA: 0s - loss: 10.4953 - mean_absolute_error: 2.46024681/4840 [============================>.] - ETA: 0s - loss: 10.4962 - mean_absolute_error: 2.46044728/4840 [============================>.] - ETA: 0s - loss: 10.4999 - mean_absolute_error: 2.46074774/4840 [============================>.] - ETA: 0s - loss: 10.5007 - mean_absolute_error: 2.46094821/4840 [============================>.] - ETA: 0s - loss: 10.5028 - mean_absolute_error: 2.46114840/4840 [==============================] - 6s 1ms/step - loss: 10.5040 - mean_absolute_error: 2.4612 - val_loss: 11.4992 - val_mean_absolute_error: 2.5812
Epoch 83/100
1/4840 [..............................] - ETA: 9s - loss: 13.5942 - mean_absolute_error: 2.6806 46/4840 [..............................] - ETA: 5s - loss: 9.8432 - mean_absolute_error: 2.3753 91/4840 [..............................] - ETA: 5s - loss: 9.8266 - mean_absolute_error: 2.3816 137/4840 [..............................] - ETA: 5s - loss: 9.8657 - mean_absolute_error: 2.3889 182/4840 [>.............................] - ETA: 5s - loss: 9.9583 - mean_absolute_error: 2.3925 229/4840 [>.............................] - ETA: 5s - loss: 10.1552 - mean_absolute_error: 2.4162 273/4840 [>.............................] - ETA: 5s - loss: 10.3016 - mean_absolute_error: 2.4314 319/4840 [>.............................] - ETA: 5s - loss: 10.3445 - mean_absolute_error: 2.4395 361/4840 [=>............................] - ETA: 5s - loss: 10.3835 - mean_absolute_error: 2.4454 403/4840 [=>............................] - ETA: 5s - loss: 10.3910 - mean_absolute_error: 2.4472 445/4840 [=>............................] - 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mean_absolute_error: 2.47391909/4840 [==========>...................] - ETA: 3s - loss: 10.5536 - mean_absolute_error: 2.47261956/4840 [===========>..................] - ETA: 3s - loss: 10.5561 - mean_absolute_error: 2.47322001/4840 [===========>..................] - ETA: 3s - loss: 10.5505 - mean_absolute_error: 2.47272047/4840 [===========>..................] - ETA: 3s - loss: 10.5516 - mean_absolute_error: 2.47282094/4840 [===========>..................] - ETA: 3s - loss: 10.5447 - mean_absolute_error: 2.47182140/4840 [============>.................] - ETA: 3s - loss: 10.5490 - mean_absolute_error: 2.47252186/4840 [============>.................] - ETA: 2s - loss: 10.5409 - mean_absolute_error: 2.47172233/4840 [============>.................] - ETA: 2s - loss: 10.5286 - mean_absolute_error: 2.46992278/4840 [=============>................] - ETA: 2s - loss: 10.5478 - mean_absolute_error: 2.47242323/4840 [=============>................] - ETA: 2s - loss: 10.5363 - mean_absolute_error: 2.47122370/4840 [=============>................] - 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mean_absolute_error: 2.46342875/4840 [================>.............] - ETA: 2s - loss: 10.4908 - mean_absolute_error: 2.46342920/4840 [=================>............] - ETA: 2s - loss: 10.4897 - mean_absolute_error: 2.46282967/4840 [=================>............] - ETA: 2s - loss: 10.4874 - mean_absolute_error: 2.46263012/4840 [=================>............] - ETA: 2s - loss: 10.4931 - mean_absolute_error: 2.46293058/4840 [=================>............] - ETA: 1s - loss: 10.4879 - mean_absolute_error: 2.46263104/4840 [==================>...........] - ETA: 1s - loss: 10.4780 - mean_absolute_error: 2.46123151/4840 [==================>...........] - ETA: 1s - loss: 10.4900 - mean_absolute_error: 2.46223198/4840 [==================>...........] - ETA: 1s - loss: 10.4892 - mean_absolute_error: 2.46203242/4840 [===================>..........] - ETA: 1s - loss: 10.4880 - mean_absolute_error: 2.46153288/4840 [===================>..........] - ETA: 1s - loss: 10.4924 - mean_absolute_error: 2.46213335/4840 [===================>..........] - 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mean_absolute_error: 2.46453837/4840 [======================>.......] - ETA: 1s - loss: 10.5128 - mean_absolute_error: 2.46443883/4840 [=======================>......] - ETA: 1s - loss: 10.5124 - mean_absolute_error: 2.46453929/4840 [=======================>......] - ETA: 1s - loss: 10.5120 - mean_absolute_error: 2.46483975/4840 [=======================>......] - ETA: 0s - loss: 10.5047 - mean_absolute_error: 2.46394021/4840 [=======================>......] - ETA: 0s - loss: 10.5062 - mean_absolute_error: 2.46374067/4840 [========================>.....] - ETA: 0s - loss: 10.5037 - mean_absolute_error: 2.46344111/4840 [========================>.....] - ETA: 0s - loss: 10.5112 - mean_absolute_error: 2.46404156/4840 [========================>.....] - ETA: 0s - loss: 10.5129 - mean_absolute_error: 2.46364202/4840 [=========================>....] - ETA: 0s - loss: 10.5158 - mean_absolute_error: 2.46384247/4840 [=========================>....] - ETA: 0s - loss: 10.5152 - mean_absolute_error: 2.46364293/4840 [=========================>....] - ETA: 0s - loss: 10.5123 - mean_absolute_error: 2.46314338/4840 [=========================>....] - ETA: 0s - loss: 10.5104 - mean_absolute_error: 2.46284385/4840 [==========================>...] - ETA: 0s - loss: 10.5018 - mean_absolute_error: 2.46174432/4840 [==========================>...] - ETA: 0s - loss: 10.4995 - mean_absolute_error: 2.46124479/4840 [==========================>...] - ETA: 0s - loss: 10.5077 - mean_absolute_error: 2.46224523/4840 [===========================>..] - ETA: 0s - loss: 10.5037 - mean_absolute_error: 2.46154568/4840 [===========================>..] - ETA: 0s - loss: 10.5054 - mean_absolute_error: 2.46164612/4840 [===========================>..] - ETA: 0s - loss: 10.4978 - mean_absolute_error: 2.46054656/4840 [===========================>..] - ETA: 0s - loss: 10.5005 - mean_absolute_error: 2.46074702/4840 [============================>.] - ETA: 0s - loss: 10.5018 - mean_absolute_error: 2.46084747/4840 [============================>.] - ETA: 0s - loss: 10.4975 - mean_absolute_error: 2.46034792/4840 [============================>.] - ETA: 0s - loss: 10.5046 - mean_absolute_error: 2.46174837/4840 [============================>.] - ETA: 0s - loss: 10.5033 - mean_absolute_error: 2.46144840/4840 [==============================] - 6s 1ms/step - loss: 10.5030 - mean_absolute_error: 2.4614 - val_loss: 11.4991 - val_mean_absolute_error: 2.5805
Epoch 84/100
1/4840 [..............................] - ETA: 9s - loss: 11.5184 - mean_absolute_error: 2.5263 45/4840 [..............................] - ETA: 5s - loss: 10.6972 - mean_absolute_error: 2.4933 90/4840 [..............................] - ETA: 5s - loss: 10.6204 - mean_absolute_error: 2.4802 136/4840 [..............................] - ETA: 5s - loss: 10.1857 - mean_absolute_error: 2.4196 181/4840 [>.............................] - ETA: 5s - loss: 10.2534 - mean_absolute_error: 2.4344 226/4840 [>.............................] - ETA: 5s - loss: 10.2946 - mean_absolute_error: 2.4397 271/4840 [>.............................] - ETA: 5s - loss: 10.1670 - mean_absolute_error: 2.4189 318/4840 [>.............................] - ETA: 5s - loss: 10.2402 - mean_absolute_error: 2.4269 363/4840 [=>............................] - ETA: 5s - loss: 10.1942 - mean_absolute_error: 2.4175 409/4840 [=>............................] - ETA: 4s - loss: 10.1978 - mean_absolute_error: 2.4176 455/4840 [=>............................] - 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mean_absolute_error: 2.46483807/4840 [======================>.......] - ETA: 1s - loss: 10.5380 - mean_absolute_error: 2.46433852/4840 [======================>.......] - ETA: 1s - loss: 10.5383 - mean_absolute_error: 2.46423897/4840 [=======================>......] - ETA: 1s - loss: 10.5422 - mean_absolute_error: 2.46493943/4840 [=======================>......] - ETA: 1s - loss: 10.5450 - mean_absolute_error: 2.46503989/4840 [=======================>......] - ETA: 0s - loss: 10.5437 - mean_absolute_error: 2.46484036/4840 [========================>.....] - ETA: 0s - loss: 10.5394 - mean_absolute_error: 2.46474082/4840 [========================>.....] - ETA: 0s - loss: 10.5402 - mean_absolute_error: 2.46504127/4840 [========================>.....] - ETA: 0s - loss: 10.5374 - mean_absolute_error: 2.46504172/4840 [========================>.....] - ETA: 0s - loss: 10.5328 - mean_absolute_error: 2.46434218/4840 [=========================>....] - ETA: 0s - loss: 10.5326 - mean_absolute_error: 2.46454264/4840 [=========================>....] - 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mean_absolute_error: 2.46244761/4840 [============================>.] - ETA: 0s - loss: 10.5032 - mean_absolute_error: 2.46124807/4840 [============================>.] - ETA: 0s - loss: 10.5045 - mean_absolute_error: 2.46184840/4840 [==============================] - 6s 1ms/step - loss: 10.5030 - mean_absolute_error: 2.4614 - val_loss: 11.4966 - val_mean_absolute_error: 2.5804
Epoch 85/100
1/4840 [..............................] - ETA: 4s - loss: 6.3732 - mean_absolute_error: 1.8407 46/4840 [..............................] - ETA: 5s - loss: 10.6350 - mean_absolute_error: 2.4914 92/4840 [..............................] - ETA: 5s - loss: 10.5947 - mean_absolute_error: 2.4878 138/4840 [..............................] - ETA: 5s - loss: 10.3174 - mean_absolute_error: 2.4626 183/4840 [>.............................] - ETA: 5s - loss: 10.4380 - mean_absolute_error: 2.4680 229/4840 [>.............................] - ETA: 5s - loss: 10.4577 - mean_absolute_error: 2.4704 274/4840 [>.............................] - ETA: 5s - loss: 10.4074 - mean_absolute_error: 2.4580 319/4840 [>.............................] - ETA: 5s - loss: 10.3930 - mean_absolute_error: 2.4545 365/4840 [=>............................] - ETA: 4s - loss: 10.3822 - mean_absolute_error: 2.4520 411/4840 [=>............................] - ETA: 4s - loss: 10.3986 - mean_absolute_error: 2.4522 456/4840 [=>............................] - 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mean_absolute_error: 2.4576 957/4840 [====>.........................] - ETA: 4s - loss: 10.4155 - mean_absolute_error: 2.45391003/4840 [=====>........................] - ETA: 4s - loss: 10.4283 - mean_absolute_error: 2.45531049/4840 [=====>........................] - ETA: 4s - loss: 10.3981 - mean_absolute_error: 2.45241095/4840 [=====>........................] - ETA: 4s - loss: 10.3969 - mean_absolute_error: 2.45171140/4840 [======>.......................] - ETA: 4s - loss: 10.3911 - mean_absolute_error: 2.45211187/4840 [======>.......................] - ETA: 4s - loss: 10.3695 - mean_absolute_error: 2.44941233/4840 [======>.......................] - ETA: 3s - loss: 10.3891 - mean_absolute_error: 2.45161280/4840 [======>.......................] - ETA: 3s - loss: 10.3807 - mean_absolute_error: 2.45031326/4840 [=======>......................] - ETA: 3s - loss: 10.3972 - mean_absolute_error: 2.45321373/4840 [=======>......................] - ETA: 3s - loss: 10.4115 - mean_absolute_error: 2.45411419/4840 [=======>......................] - 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mean_absolute_error: 2.45091922/4840 [==========>...................] - ETA: 3s - loss: 10.4211 - mean_absolute_error: 2.45381966/4840 [===========>..................] - ETA: 3s - loss: 10.4296 - mean_absolute_error: 2.45482012/4840 [===========>..................] - ETA: 3s - loss: 10.4298 - mean_absolute_error: 2.45482059/4840 [===========>..................] - ETA: 3s - loss: 10.4288 - mean_absolute_error: 2.45472103/4840 [============>.................] - ETA: 3s - loss: 10.4457 - mean_absolute_error: 2.45672149/4840 [============>.................] - ETA: 2s - loss: 10.4603 - mean_absolute_error: 2.45862195/4840 [============>.................] - ETA: 2s - loss: 10.4645 - mean_absolute_error: 2.45882242/4840 [============>.................] - ETA: 2s - loss: 10.4653 - mean_absolute_error: 2.45912287/4840 [=============>................] - ETA: 2s - loss: 10.4521 - mean_absolute_error: 2.45712332/4840 [=============>................] - ETA: 2s - loss: 10.4504 - mean_absolute_error: 2.45672376/4840 [=============>................] - 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mean_absolute_error: 2.45922879/4840 [================>.............] - ETA: 2s - loss: 10.4716 - mean_absolute_error: 2.45872925/4840 [=================>............] - ETA: 2s - loss: 10.4721 - mean_absolute_error: 2.45862971/4840 [=================>............] - ETA: 2s - loss: 10.4713 - mean_absolute_error: 2.45823018/4840 [=================>............] - ETA: 2s - loss: 10.4687 - mean_absolute_error: 2.45853064/4840 [=================>............] - ETA: 1s - loss: 10.4730 - mean_absolute_error: 2.45883110/4840 [==================>...........] - ETA: 1s - loss: 10.4721 - mean_absolute_error: 2.45873158/4840 [==================>...........] - ETA: 1s - loss: 10.4781 - mean_absolute_error: 2.45953204/4840 [==================>...........] - ETA: 1s - loss: 10.4858 - mean_absolute_error: 2.45993250/4840 [===================>..........] - ETA: 1s - loss: 10.4802 - mean_absolute_error: 2.45913295/4840 [===================>..........] - ETA: 1s - loss: 10.4802 - mean_absolute_error: 2.45903341/4840 [===================>..........] - ETA: 1s - loss: 10.4734 - mean_absolute_error: 2.45853387/4840 [===================>..........] - ETA: 1s - loss: 10.4770 - mean_absolute_error: 2.45893433/4840 [====================>.........] - ETA: 1s - loss: 10.4795 - mean_absolute_error: 2.45953479/4840 [====================>.........] - ETA: 1s - loss: 10.4762 - mean_absolute_error: 2.45903525/4840 [====================>.........] - ETA: 1s - loss: 10.4695 - mean_absolute_error: 2.45853571/4840 [=====================>........] - ETA: 1s - loss: 10.4798 - mean_absolute_error: 2.45993616/4840 [=====================>........] - ETA: 1s - loss: 10.4838 - mean_absolute_error: 2.46003659/4840 [=====================>........] - ETA: 1s - loss: 10.4914 - mean_absolute_error: 2.46073704/4840 [=====================>........] - ETA: 1s - loss: 10.4861 - mean_absolute_error: 2.45993750/4840 [======================>.......] - ETA: 1s - loss: 10.4916 - mean_absolute_error: 2.46033795/4840 [======================>.......] - ETA: 1s - loss: 10.4910 - mean_absolute_error: 2.45983840/4840 [======================>.......] - ETA: 1s - loss: 10.4853 - mean_absolute_error: 2.45953887/4840 [=======================>......] - ETA: 1s - loss: 10.4817 - mean_absolute_error: 2.45893932/4840 [=======================>......] - ETA: 1s - loss: 10.4798 - mean_absolute_error: 2.45863978/4840 [=======================>......] - ETA: 0s - loss: 10.4780 - mean_absolute_error: 2.45804025/4840 [=======================>......] - ETA: 0s - loss: 10.4797 - mean_absolute_error: 2.45834070/4840 [========================>.....] - ETA: 0s - loss: 10.4819 - mean_absolute_error: 2.45854117/4840 [========================>.....] - ETA: 0s - loss: 10.4801 - mean_absolute_error: 2.45834161/4840 [========================>.....] - ETA: 0s - loss: 10.4852 - mean_absolute_error: 2.45914207/4840 [=========================>....] - ETA: 0s - loss: 10.4899 - mean_absolute_error: 2.45994254/4840 [=========================>....] - ETA: 0s - loss: 10.4967 - mean_absolute_error: 2.46074299/4840 [=========================>....] - ETA: 0s - loss: 10.4950 - mean_absolute_error: 2.46064346/4840 [=========================>....] - ETA: 0s - loss: 10.4968 - mean_absolute_error: 2.46084393/4840 [==========================>...] - ETA: 0s - loss: 10.4966 - mean_absolute_error: 2.46074438/4840 [==========================>...] - ETA: 0s - loss: 10.4969 - mean_absolute_error: 2.46094484/4840 [==========================>...] - ETA: 0s - loss: 10.5022 - mean_absolute_error: 2.46164531/4840 [===========================>..] - ETA: 0s - loss: 10.5002 - mean_absolute_error: 2.46134575/4840 [===========================>..] - ETA: 0s - loss: 10.4994 - mean_absolute_error: 2.46144621/4840 [===========================>..] - ETA: 0s - loss: 10.5037 - mean_absolute_error: 2.46194667/4840 [===========================>..] - ETA: 0s - loss: 10.5018 - mean_absolute_error: 2.46164712/4840 [============================>.] - ETA: 0s - loss: 10.4995 - mean_absolute_error: 2.46144757/4840 [============================>.] - ETA: 0s - loss: 10.5024 - mean_absolute_error: 2.46154803/4840 [============================>.] - ETA: 0s - loss: 10.5057 - mean_absolute_error: 2.46184840/4840 [==============================] - 6s 1ms/step - loss: 10.5034 - mean_absolute_error: 2.4616 - val_loss: 11.4985 - val_mean_absolute_error: 2.5807
Epoch 86/100
1/4840 [..............................] - ETA: 10s - loss: 7.6959 - mean_absolute_error: 2.2662 45/4840 [..............................] - ETA: 5s - loss: 9.6883 - mean_absolute_error: 2.3455 91/4840 [..............................] - ETA: 5s - loss: 10.2993 - mean_absolute_error: 2.4345 137/4840 [..............................] - ETA: 5s - loss: 10.3635 - mean_absolute_error: 2.4455 182/4840 [>.............................] - ETA: 5s - loss: 10.2794 - mean_absolute_error: 2.4330 226/4840 [>.............................] - ETA: 5s - loss: 10.3736 - mean_absolute_error: 2.4457 271/4840 [>.............................] - ETA: 5s - loss: 10.4011 - mean_absolute_error: 2.4504 315/4840 [>.............................] - ETA: 5s - loss: 10.4468 - mean_absolute_error: 2.4586 359/4840 [=>............................] - ETA: 5s - loss: 10.3954 - mean_absolute_error: 2.4483 402/4840 [=>............................] - ETA: 5s - loss: 10.3477 - mean_absolute_error: 2.4451 447/4840 [=>............................] - ETA: 4s - loss: 10.3405 - mean_absolute_error: 2.4478 491/4840 [==>...........................] - ETA: 4s - loss: 10.3440 - mean_absolute_error: 2.4455 534/4840 [==>...........................] - ETA: 4s - loss: 10.3268 - mean_absolute_error: 2.4437 578/4840 [==>...........................] - ETA: 4s - loss: 10.3370 - mean_absolute_error: 2.4440 623/4840 [==>...........................] - ETA: 4s - loss: 10.3650 - mean_absolute_error: 2.4486 670/4840 [===>..........................] - ETA: 4s - loss: 10.3572 - mean_absolute_error: 2.4468 716/4840 [===>..........................] - ETA: 4s - loss: 10.3031 - mean_absolute_error: 2.4402 761/4840 [===>..........................] - ETA: 4s - loss: 10.3461 - mean_absolute_error: 2.4447 806/4840 [===>..........................] - ETA: 4s - loss: 10.3286 - mean_absolute_error: 2.4420 851/4840 [====>.........................] - ETA: 4s - loss: 10.3542 - mean_absolute_error: 2.4456 895/4840 [====>.........................] - ETA: 4s - loss: 10.3565 - 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ETA: 0s - loss: 10.5049 - mean_absolute_error: 2.46174292/4840 [=========================>....] - ETA: 0s - loss: 10.5082 - mean_absolute_error: 2.46204337/4840 [=========================>....] - ETA: 0s - loss: 10.5078 - mean_absolute_error: 2.46184382/4840 [==========================>...] - ETA: 0s - loss: 10.5078 - mean_absolute_error: 2.46164427/4840 [==========================>...] - ETA: 0s - loss: 10.5085 - mean_absolute_error: 2.46174471/4840 [==========================>...] - ETA: 0s - loss: 10.5092 - mean_absolute_error: 2.46214517/4840 [==========================>...] - ETA: 0s - loss: 10.5071 - mean_absolute_error: 2.46154562/4840 [===========================>..] - ETA: 0s - loss: 10.5132 - mean_absolute_error: 2.46224606/4840 [===========================>..] - ETA: 0s - loss: 10.5140 - mean_absolute_error: 2.46244651/4840 [===========================>..] - ETA: 0s - loss: 10.5149 - mean_absolute_error: 2.46284696/4840 [============================>.] - ETA: 0s - loss: 10.5101 - mean_absolute_error: 2.46214741/4840 [============================>.] - ETA: 0s - loss: 10.5088 - mean_absolute_error: 2.46224787/4840 [============================>.] - ETA: 0s - loss: 10.5060 - mean_absolute_error: 2.46174833/4840 [============================>.] - ETA: 0s - loss: 10.5045 - mean_absolute_error: 2.46164840/4840 [==============================] - 6s 1ms/step - loss: 10.5031 - mean_absolute_error: 2.4614 - val_loss: 11.4944 - val_mean_absolute_error: 2.5800
Epoch 87/100
1/4840 [..............................] - ETA: 9s - loss: 8.9725 - mean_absolute_error: 2.2071 46/4840 [..............................] - ETA: 5s - loss: 9.8457 - mean_absolute_error: 2.3625 92/4840 [..............................] - ETA: 5s - loss: 10.2355 - mean_absolute_error: 2.4199 139/4840 [..............................] - ETA: 5s - loss: 10.2250 - mean_absolute_error: 2.4211 185/4840 [>.............................] - ETA: 5s - loss: 10.2079 - mean_absolute_error: 2.4068 231/4840 [>.............................] - ETA: 5s - loss: 10.2423 - mean_absolute_error: 2.4121 276/4840 [>.............................] - ETA: 5s - loss: 10.2391 - mean_absolute_error: 2.4179 322/4840 [>.............................] - ETA: 4s - loss: 10.1906 - mean_absolute_error: 2.4141 368/4840 [=>............................] - ETA: 4s - loss: 10.3140 - mean_absolute_error: 2.4305 413/4840 [=>............................] - ETA: 4s - loss: 10.3957 - mean_absolute_error: 2.4394 459/4840 [=>............................] - 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mean_absolute_error: 2.4528 958/4840 [====>.........................] - ETA: 4s - loss: 10.4366 - mean_absolute_error: 2.45171004/4840 [=====>........................] - ETA: 4s - loss: 10.4493 - mean_absolute_error: 2.45281050/4840 [=====>........................] - ETA: 4s - loss: 10.4248 - mean_absolute_error: 2.44961097/4840 [=====>........................] - ETA: 4s - loss: 10.4345 - mean_absolute_error: 2.45211143/4840 [======>.......................] - ETA: 4s - loss: 10.4522 - mean_absolute_error: 2.45431188/4840 [======>.......................] - ETA: 4s - loss: 10.4418 - mean_absolute_error: 2.45371234/4840 [======>.......................] - ETA: 4s - loss: 10.4600 - mean_absolute_error: 2.45681279/4840 [======>.......................] - ETA: 3s - loss: 10.4705 - mean_absolute_error: 2.45701326/4840 [=======>......................] - ETA: 3s - loss: 10.4710 - mean_absolute_error: 2.45711372/4840 [=======>......................] - ETA: 3s - loss: 10.4688 - mean_absolute_error: 2.45661418/4840 [=======>......................] - 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mean_absolute_error: 2.45801919/4840 [==========>...................] - ETA: 3s - loss: 10.4797 - mean_absolute_error: 2.45871964/4840 [===========>..................] - ETA: 3s - loss: 10.4815 - mean_absolute_error: 2.45962011/4840 [===========>..................] - ETA: 3s - loss: 10.4613 - mean_absolute_error: 2.45712057/4840 [===========>..................] - ETA: 3s - loss: 10.4791 - mean_absolute_error: 2.45952103/4840 [============>.................] - ETA: 3s - loss: 10.4835 - mean_absolute_error: 2.46062149/4840 [============>.................] - ETA: 2s - loss: 10.5030 - mean_absolute_error: 2.46322195/4840 [============>.................] - ETA: 2s - loss: 10.4991 - mean_absolute_error: 2.46322241/4840 [============>.................] - ETA: 2s - loss: 10.5098 - mean_absolute_error: 2.46412287/4840 [=============>................] - ETA: 2s - loss: 10.5012 - mean_absolute_error: 2.46362333/4840 [=============>................] - ETA: 2s - loss: 10.5142 - mean_absolute_error: 2.46542380/4840 [=============>................] - 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mean_absolute_error: 2.46662883/4840 [================>.............] - ETA: 2s - loss: 10.5186 - mean_absolute_error: 2.46642929/4840 [=================>............] - ETA: 2s - loss: 10.5252 - mean_absolute_error: 2.46722975/4840 [=================>............] - ETA: 2s - loss: 10.5195 - mean_absolute_error: 2.46623020/4840 [=================>............] - ETA: 2s - loss: 10.5164 - mean_absolute_error: 2.46573066/4840 [==================>...........] - ETA: 1s - loss: 10.5233 - mean_absolute_error: 2.46693113/4840 [==================>...........] - ETA: 1s - loss: 10.5296 - mean_absolute_error: 2.46773159/4840 [==================>...........] - ETA: 1s - loss: 10.5179 - mean_absolute_error: 2.46643204/4840 [==================>...........] - ETA: 1s - loss: 10.5222 - mean_absolute_error: 2.46663251/4840 [===================>..........] - ETA: 1s - loss: 10.5318 - mean_absolute_error: 2.46753295/4840 [===================>..........] - ETA: 1s - loss: 10.5277 - mean_absolute_error: 2.46673340/4840 [===================>..........] - ETA: 1s - loss: 10.5232 - mean_absolute_error: 2.46613384/4840 [===================>..........] - ETA: 1s - loss: 10.5144 - mean_absolute_error: 2.46493431/4840 [====================>.........] - ETA: 1s - loss: 10.5213 - mean_absolute_error: 2.46613476/4840 [====================>.........] - ETA: 1s - loss: 10.5144 - mean_absolute_error: 2.46523521/4840 [====================>.........] - ETA: 1s - loss: 10.5168 - mean_absolute_error: 2.46573563/4840 [=====================>........] - ETA: 1s - loss: 10.5079 - mean_absolute_error: 2.46423609/4840 [=====================>........] - ETA: 1s - loss: 10.5083 - mean_absolute_error: 2.46413655/4840 [=====================>........] - ETA: 1s - loss: 10.5101 - mean_absolute_error: 2.46423699/4840 [=====================>........] - ETA: 1s - loss: 10.5135 - mean_absolute_error: 2.46463745/4840 [======================>.......] - ETA: 1s - loss: 10.5195 - mean_absolute_error: 2.46513791/4840 [======================>.......] - ETA: 1s - loss: 10.5228 - mean_absolute_error: 2.46563836/4840 [======================>.......] - ETA: 1s - loss: 10.5217 - mean_absolute_error: 2.46513882/4840 [=======================>......] - ETA: 1s - loss: 10.5179 - mean_absolute_error: 2.46473928/4840 [=======================>......] - ETA: 1s - loss: 10.5213 - mean_absolute_error: 2.46493974/4840 [=======================>......] - ETA: 0s - loss: 10.5155 - mean_absolute_error: 2.46384020/4840 [=======================>......] - ETA: 0s - loss: 10.5145 - mean_absolute_error: 2.46384067/4840 [========================>.....] - ETA: 0s - loss: 10.5170 - mean_absolute_error: 2.46414113/4840 [========================>.....] - ETA: 0s - loss: 10.5158 - mean_absolute_error: 2.46424159/4840 [========================>.....] - ETA: 0s - loss: 10.5198 - mean_absolute_error: 2.46464205/4840 [=========================>....] - ETA: 0s - loss: 10.5178 - mean_absolute_error: 2.46444251/4840 [=========================>....] - ETA: 0s - loss: 10.5119 - mean_absolute_error: 2.46364297/4840 [=========================>....] - ETA: 0s - loss: 10.5129 - mean_absolute_error: 2.46354344/4840 [=========================>....] - ETA: 0s - loss: 10.5133 - mean_absolute_error: 2.46334390/4840 [==========================>...] - ETA: 0s - loss: 10.5091 - mean_absolute_error: 2.46284436/4840 [==========================>...] - ETA: 0s - loss: 10.5051 - mean_absolute_error: 2.46204481/4840 [==========================>...] - ETA: 0s - loss: 10.5056 - mean_absolute_error: 2.46184524/4840 [===========================>..] - ETA: 0s - loss: 10.5008 - mean_absolute_error: 2.46134569/4840 [===========================>..] - ETA: 0s - loss: 10.4901 - mean_absolute_error: 2.45984615/4840 [===========================>..] - ETA: 0s - loss: 10.4929 - mean_absolute_error: 2.46054661/4840 [===========================>..] - ETA: 0s - loss: 10.4915 - mean_absolute_error: 2.46034707/4840 [============================>.] - ETA: 0s - loss: 10.4966 - mean_absolute_error: 2.46094752/4840 [============================>.] - ETA: 0s - loss: 10.4961 - mean_absolute_error: 2.46084796/4840 [============================>.] - ETA: 0s - loss: 10.5022 - mean_absolute_error: 2.46164840/4840 [==============================] - 6s 1ms/step - loss: 10.5031 - mean_absolute_error: 2.4619 - val_loss: 11.4969 - val_mean_absolute_error: 2.5800
Epoch 88/100
1/4840 [..............................] - ETA: 9s - loss: 15.3278 - mean_absolute_error: 2.9976 48/4840 [..............................] - ETA: 5s - loss: 9.4851 - mean_absolute_error: 2.3037 95/4840 [..............................] - ETA: 5s - loss: 9.6678 - mean_absolute_error: 2.3470 141/4840 [..............................] - ETA: 5s - loss: 9.8396 - mean_absolute_error: 2.3885 188/4840 [>.............................] - ETA: 5s - loss: 9.9967 - mean_absolute_error: 2.3951 233/4840 [>.............................] - ETA: 5s - loss: 10.1227 - mean_absolute_error: 2.4110 280/4840 [>.............................] - ETA: 4s - loss: 10.2082 - mean_absolute_error: 2.4221 322/4840 [>.............................] - ETA: 4s - loss: 10.2443 - mean_absolute_error: 2.4312 368/4840 [=>............................] - ETA: 4s - loss: 10.2817 - mean_absolute_error: 2.4343 414/4840 [=>............................] - ETA: 4s - loss: 10.2624 - mean_absolute_error: 2.4287 461/4840 [=>............................] - ETA: 4s - loss: 10.2899 - mean_absolute_error: 2.4324 507/4840 [==>...........................] - ETA: 4s - loss: 10.3307 - mean_absolute_error: 2.4387 554/4840 [==>...........................] - ETA: 4s - loss: 10.3836 - mean_absolute_error: 2.4470 600/4840 [==>...........................] - ETA: 4s - loss: 10.3824 - mean_absolute_error: 2.4473 646/4840 [===>..........................] - ETA: 4s - loss: 10.3830 - mean_absolute_error: 2.4466 692/4840 [===>..........................] - ETA: 4s - loss: 10.3919 - mean_absolute_error: 2.4482 738/4840 [===>..........................] - ETA: 4s - loss: 10.3983 - mean_absolute_error: 2.4481 784/4840 [===>..........................] - ETA: 4s - loss: 10.3799 - mean_absolute_error: 2.4452 829/4840 [====>.........................] - ETA: 4s - loss: 10.3973 - mean_absolute_error: 2.4475 875/4840 [====>.........................] - ETA: 4s - loss: 10.4061 - mean_absolute_error: 2.4475 921/4840 [====>.........................] - ETA: 4s - loss: 10.3859 - mean_absolute_error: 2.4461 967/4840 [====>.........................] - ETA: 4s - loss: 10.3663 - mean_absolute_error: 2.44331013/4840 [=====>........................] - ETA: 4s - loss: 10.3830 - mean_absolute_error: 2.44611059/4840 [=====>........................] - ETA: 4s - loss: 10.3605 - mean_absolute_error: 2.44261106/4840 [=====>........................] - ETA: 4s - loss: 10.3647 - mean_absolute_error: 2.44331152/4840 [======>.......................] - ETA: 4s - loss: 10.3567 - mean_absolute_error: 2.44021197/4840 [======>.......................] - ETA: 4s - loss: 10.3476 - mean_absolute_error: 2.43871243/4840 [======>.......................] - ETA: 3s - loss: 10.3486 - mean_absolute_error: 2.43911288/4840 [======>.......................] - ETA: 3s - loss: 10.3267 - mean_absolute_error: 2.43621333/4840 [=======>......................] - ETA: 3s - loss: 10.3409 - mean_absolute_error: 2.43721380/4840 [=======>......................] - ETA: 3s - loss: 10.3613 - mean_absolute_error: 2.44071427/4840 [=======>......................] - ETA: 3s - loss: 10.3628 - mean_absolute_error: 2.44111473/4840 [========>.....................] - ETA: 3s - loss: 10.3646 - mean_absolute_error: 2.44191518/4840 [========>.....................] - ETA: 3s - loss: 10.3773 - mean_absolute_error: 2.44381563/4840 [========>.....................] - ETA: 3s - loss: 10.3759 - mean_absolute_error: 2.44361609/4840 [========>.....................] - ETA: 3s - loss: 10.3734 - mean_absolute_error: 2.44311654/4840 [=========>....................] - ETA: 3s - loss: 10.3639 - mean_absolute_error: 2.44221700/4840 [=========>....................] - ETA: 3s - loss: 10.3707 - mean_absolute_error: 2.44301746/4840 [=========>....................] - ETA: 3s - loss: 10.3727 - mean_absolute_error: 2.44311793/4840 [==========>...................] - ETA: 3s - loss: 10.3674 - mean_absolute_error: 2.44211839/4840 [==========>...................] - ETA: 3s - loss: 10.3787 - mean_absolute_error: 2.44291885/4840 [==========>...................] - ETA: 3s - loss: 10.3653 - mean_absolute_error: 2.44101930/4840 [==========>...................] - ETA: 3s - loss: 10.3730 - mean_absolute_error: 2.44181969/4840 [===========>..................] - ETA: 3s - loss: 10.3710 - mean_absolute_error: 2.44212013/4840 [===========>..................] - ETA: 3s - loss: 10.3671 - mean_absolute_error: 2.44072060/4840 [===========>..................] - ETA: 3s - loss: 10.3761 - mean_absolute_error: 2.44202107/4840 [============>.................] - ETA: 3s - loss: 10.3818 - mean_absolute_error: 2.44252153/4840 [============>.................] - ETA: 2s - loss: 10.3917 - mean_absolute_error: 2.44362198/4840 [============>.................] - ETA: 2s - loss: 10.4076 - mean_absolute_error: 2.44542244/4840 [============>.................] - ETA: 2s - loss: 10.4071 - mean_absolute_error: 2.44552289/4840 [=============>................] - ETA: 2s - loss: 10.4287 - mean_absolute_error: 2.44872334/4840 [=============>................] - ETA: 2s - loss: 10.4391 - mean_absolute_error: 2.45042381/4840 [=============>................] - ETA: 2s - loss: 10.4301 - mean_absolute_error: 2.44942426/4840 [==============>...............] - ETA: 2s - loss: 10.4318 - mean_absolute_error: 2.44982471/4840 [==============>...............] - ETA: 2s - loss: 10.4370 - mean_absolute_error: 2.45022516/4840 [==============>...............] - ETA: 2s - loss: 10.4385 - mean_absolute_error: 2.45092561/4840 [==============>...............] - ETA: 2s - loss: 10.4280 - mean_absolute_error: 2.44912608/4840 [===============>..............] - ETA: 2s - loss: 10.4239 - mean_absolute_error: 2.44882655/4840 [===============>..............] - ETA: 2s - loss: 10.4233 - mean_absolute_error: 2.44862702/4840 [===============>..............] - ETA: 2s - loss: 10.4252 - mean_absolute_error: 2.44912749/4840 [================>.............] - ETA: 2s - loss: 10.4342 - mean_absolute_error: 2.44992795/4840 [================>.............] - ETA: 2s - loss: 10.4299 - mean_absolute_error: 2.44942840/4840 [================>.............] - ETA: 2s - loss: 10.4308 - mean_absolute_error: 2.44982886/4840 [================>.............] - ETA: 2s - loss: 10.4372 - mean_absolute_error: 2.45132931/4840 [=================>............] - ETA: 2s - loss: 10.4347 - mean_absolute_error: 2.45082976/4840 [=================>............] - ETA: 2s - loss: 10.4403 - mean_absolute_error: 2.45173021/4840 [=================>............] - ETA: 2s - loss: 10.4420 - mean_absolute_error: 2.45223064/4840 [=================>............] - ETA: 1s - loss: 10.4398 - mean_absolute_error: 2.45203109/4840 [==================>...........] - ETA: 1s - loss: 10.4428 - mean_absolute_error: 2.45243154/4840 [==================>...........] - ETA: 1s - loss: 10.4438 - mean_absolute_error: 2.45293200/4840 [==================>...........] - ETA: 1s - loss: 10.4564 - mean_absolute_error: 2.45513246/4840 [===================>..........] - ETA: 1s - loss: 10.4652 - mean_absolute_error: 2.45623293/4840 [===================>..........] - ETA: 1s - loss: 10.4557 - mean_absolute_error: 2.45503338/4840 [===================>..........] - ETA: 1s - loss: 10.4558 - mean_absolute_error: 2.45503384/4840 [===================>..........] - ETA: 1s - loss: 10.4617 - mean_absolute_error: 2.45573430/4840 [====================>.........] - ETA: 1s - loss: 10.4714 - mean_absolute_error: 2.45693474/4840 [====================>.........] - ETA: 1s - loss: 10.4692 - mean_absolute_error: 2.45673518/4840 [====================>.........] - ETA: 1s - loss: 10.4722 - mean_absolute_error: 2.45723563/4840 [=====================>........] - ETA: 1s - loss: 10.4680 - mean_absolute_error: 2.45703609/4840 [=====================>........] - ETA: 1s - loss: 10.4672 - mean_absolute_error: 2.45693654/4840 [=====================>........] - ETA: 1s - loss: 10.4764 - mean_absolute_error: 2.45813700/4840 [=====================>........] - ETA: 1s - loss: 10.4798 - mean_absolute_error: 2.45843747/4840 [======================>.......] - ETA: 1s - loss: 10.4836 - mean_absolute_error: 2.45933793/4840 [======================>.......] - ETA: 1s - loss: 10.4838 - mean_absolute_error: 2.45893839/4840 [======================>.......] - ETA: 1s - loss: 10.4849 - mean_absolute_error: 2.45913886/4840 [=======================>......] - ETA: 1s - loss: 10.4849 - mean_absolute_error: 2.45963933/4840 [=======================>......] - ETA: 1s - loss: 10.4804 - mean_absolute_error: 2.45913979/4840 [=======================>......] - ETA: 0s - loss: 10.4787 - mean_absolute_error: 2.45874023/4840 [=======================>......] - ETA: 0s - loss: 10.4787 - mean_absolute_error: 2.45914068/4840 [========================>.....] - ETA: 0s - loss: 10.4770 - mean_absolute_error: 2.45854113/4840 [========================>.....] - ETA: 0s - loss: 10.4694 - mean_absolute_error: 2.45724159/4840 [========================>.....] - ETA: 0s - loss: 10.4775 - mean_absolute_error: 2.45824204/4840 [=========================>....] - ETA: 0s - loss: 10.4844 - mean_absolute_error: 2.45924251/4840 [=========================>....] - ETA: 0s - loss: 10.4830 - mean_absolute_error: 2.45904297/4840 [=========================>....] - ETA: 0s - loss: 10.4868 - mean_absolute_error: 2.45974343/4840 [=========================>....] - ETA: 0s - loss: 10.4858 - mean_absolute_error: 2.45954388/4840 [==========================>...] - ETA: 0s - loss: 10.4862 - mean_absolute_error: 2.45934434/4840 [==========================>...] - ETA: 0s - loss: 10.4860 - mean_absolute_error: 2.45944481/4840 [==========================>...] - ETA: 0s - loss: 10.4901 - mean_absolute_error: 2.45984528/4840 [===========================>..] - ETA: 0s - loss: 10.4913 - mean_absolute_error: 2.45994575/4840 [===========================>..] - ETA: 0s - loss: 10.4924 - mean_absolute_error: 2.45984621/4840 [===========================>..] - ETA: 0s - loss: 10.4947 - mean_absolute_error: 2.46034668/4840 [===========================>..] - ETA: 0s - loss: 10.4933 - mean_absolute_error: 2.46004714/4840 [============================>.] - ETA: 0s - loss: 10.4941 - mean_absolute_error: 2.46004761/4840 [============================>.] - ETA: 0s - loss: 10.5033 - mean_absolute_error: 2.46114806/4840 [============================>.] - ETA: 0s - loss: 10.5032 - mean_absolute_error: 2.46114840/4840 [==============================] - 6s 1ms/step - loss: 10.5029 - mean_absolute_error: 2.4609 - val_loss: 11.5015 - val_mean_absolute_error: 2.5805
Epoch 89/100
1/4840 [..............................] - ETA: 9s - loss: 3.4315 - mean_absolute_error: 1.3782 47/4840 [..............................] - ETA: 5s - loss: 10.5352 - mean_absolute_error: 2.4760 92/4840 [..............................] - ETA: 5s - loss: 10.3126 - mean_absolute_error: 2.4581 138/4840 [..............................] - ETA: 5s - loss: 10.2446 - mean_absolute_error: 2.4459 184/4840 [>.............................] - ETA: 5s - loss: 10.2044 - mean_absolute_error: 2.4269 230/4840 [>.............................] - ETA: 5s - loss: 10.2697 - mean_absolute_error: 2.4300 276/4840 [>.............................] - ETA: 5s - loss: 10.4100 - mean_absolute_error: 2.4461 323/4840 [=>............................] - ETA: 4s - loss: 10.4613 - mean_absolute_error: 2.4519 369/4840 [=>............................] - ETA: 4s - loss: 10.4978 - mean_absolute_error: 2.4583 415/4840 [=>............................] - ETA: 4s - loss: 10.4553 - mean_absolute_error: 2.4507 461/4840 [=>............................] - ETA: 4s - loss: 10.4420 - mean_absolute_error: 2.4507 505/4840 [==>...........................] - ETA: 4s - loss: 10.4524 - mean_absolute_error: 2.4509 552/4840 [==>...........................] - ETA: 4s - loss: 10.4946 - mean_absolute_error: 2.4588 597/4840 [==>...........................] - ETA: 4s - loss: 10.4144 - mean_absolute_error: 2.4471 642/4840 [==>...........................] - ETA: 4s - loss: 10.4381 - mean_absolute_error: 2.4512 687/4840 [===>..........................] - ETA: 4s - loss: 10.4469 - mean_absolute_error: 2.4527 733/4840 [===>..........................] - ETA: 4s - loss: 10.4508 - mean_absolute_error: 2.4529 780/4840 [===>..........................] - ETA: 4s - loss: 10.4887 - mean_absolute_error: 2.4568 824/4840 [====>.........................] - ETA: 4s - loss: 10.4899 - mean_absolute_error: 2.4577 870/4840 [====>.........................] - ETA: 4s - loss: 10.4652 - mean_absolute_error: 2.4548 916/4840 [====>.........................] - ETA: 4s - loss: 10.4984 - mean_absolute_error: 2.4600 962/4840 [====>.........................] - ETA: 4s - loss: 10.4796 - mean_absolute_error: 2.45771010/4840 [=====>........................] - ETA: 4s - loss: 10.4653 - mean_absolute_error: 2.45471055/4840 [=====>........................] - ETA: 4s - loss: 10.4778 - mean_absolute_error: 2.45651101/4840 [=====>........................] - ETA: 4s - loss: 10.4732 - mean_absolute_error: 2.45541146/4840 [======>.......................] - ETA: 4s - loss: 10.4775 - mean_absolute_error: 2.45581191/4840 [======>.......................] - ETA: 4s - loss: 10.4609 - mean_absolute_error: 2.45491237/4840 [======>.......................] - ETA: 3s - loss: 10.4535 - mean_absolute_error: 2.45421283/4840 [======>.......................] - ETA: 3s - loss: 10.4507 - mean_absolute_error: 2.45341328/4840 [=======>......................] - ETA: 3s - loss: 10.4496 - mean_absolute_error: 2.45381374/4840 [=======>......................] - ETA: 3s - loss: 10.4437 - mean_absolute_error: 2.45321417/4840 [=======>......................] - 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mean_absolute_error: 2.45591884/4840 [==========>...................] - ETA: 3s - loss: 10.4661 - mean_absolute_error: 2.45661930/4840 [==========>...................] - ETA: 3s - loss: 10.4707 - mean_absolute_error: 2.45711977/4840 [===========>..................] - ETA: 3s - loss: 10.4787 - mean_absolute_error: 2.45822022/4840 [===========>..................] - ETA: 3s - loss: 10.4846 - mean_absolute_error: 2.45942067/4840 [===========>..................] - ETA: 3s - loss: 10.4781 - mean_absolute_error: 2.45892113/4840 [============>.................] - ETA: 3s - loss: 10.4834 - mean_absolute_error: 2.45952158/4840 [============>.................] - ETA: 3s - loss: 10.4930 - mean_absolute_error: 2.46132204/4840 [============>.................] - ETA: 2s - loss: 10.4784 - mean_absolute_error: 2.45932251/4840 [============>.................] - ETA: 2s - loss: 10.4937 - mean_absolute_error: 2.46152297/4840 [=============>................] - ETA: 2s - loss: 10.5045 - mean_absolute_error: 2.46312343/4840 [=============>................] - 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mean_absolute_error: 2.46072851/4840 [================>.............] - ETA: 2s - loss: 10.4872 - mean_absolute_error: 2.46012897/4840 [================>.............] - ETA: 2s - loss: 10.4760 - mean_absolute_error: 2.45882942/4840 [=================>............] - ETA: 2s - loss: 10.4812 - mean_absolute_error: 2.45972987/4840 [=================>............] - ETA: 2s - loss: 10.4896 - mean_absolute_error: 2.46093033/4840 [=================>............] - ETA: 2s - loss: 10.4794 - mean_absolute_error: 2.45973080/4840 [==================>...........] - ETA: 1s - loss: 10.4794 - mean_absolute_error: 2.45943127/4840 [==================>...........] - ETA: 1s - loss: 10.4863 - mean_absolute_error: 2.46063174/4840 [==================>...........] - ETA: 1s - loss: 10.5013 - mean_absolute_error: 2.46263220/4840 [==================>...........] - ETA: 1s - loss: 10.4971 - mean_absolute_error: 2.46233266/4840 [===================>..........] - ETA: 1s - loss: 10.5013 - mean_absolute_error: 2.46253313/4840 [===================>..........] - 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mean_absolute_error: 2.46143814/4840 [======================>.......] - ETA: 1s - loss: 10.5079 - mean_absolute_error: 2.46243861/4840 [======================>.......] - ETA: 1s - loss: 10.5130 - mean_absolute_error: 2.46313907/4840 [=======================>......] - ETA: 1s - loss: 10.5087 - mean_absolute_error: 2.46253952/4840 [=======================>......] - ETA: 0s - loss: 10.5069 - mean_absolute_error: 2.46223999/4840 [=======================>......] - ETA: 0s - loss: 10.5077 - mean_absolute_error: 2.46214045/4840 [========================>.....] - ETA: 0s - loss: 10.5114 - mean_absolute_error: 2.46284090/4840 [========================>.....] - ETA: 0s - loss: 10.5120 - mean_absolute_error: 2.46294137/4840 [========================>.....] - ETA: 0s - loss: 10.5022 - mean_absolute_error: 2.46144182/4840 [========================>.....] - ETA: 0s - loss: 10.5057 - mean_absolute_error: 2.46234226/4840 [=========================>....] - ETA: 0s - loss: 10.5010 - mean_absolute_error: 2.46154271/4840 [=========================>....] - 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mean_absolute_error: 2.46084776/4840 [============================>.] - ETA: 0s - loss: 10.4995 - mean_absolute_error: 2.46094822/4840 [============================>.] - ETA: 0s - loss: 10.5064 - mean_absolute_error: 2.46194840/4840 [==============================] - 6s 1ms/step - loss: 10.5031 - mean_absolute_error: 2.4615 - val_loss: 11.4992 - val_mean_absolute_error: 2.5801
Epoch 90/100
1/4840 [..............................] - ETA: 9s - loss: 10.4985 - mean_absolute_error: 2.3047 46/4840 [..............................] - ETA: 5s - loss: 10.0207 - mean_absolute_error: 2.3988 92/4840 [..............................] - ETA: 5s - loss: 10.2352 - mean_absolute_error: 2.4269 139/4840 [..............................] - ETA: 5s - loss: 10.2393 - mean_absolute_error: 2.4194 185/4840 [>.............................] - ETA: 5s - loss: 10.2674 - mean_absolute_error: 2.4224 229/4840 [>.............................] - ETA: 5s - loss: 10.3266 - mean_absolute_error: 2.4312 275/4840 [>.............................] - ETA: 5s - loss: 10.3822 - mean_absolute_error: 2.4426 318/4840 [>.............................] - ETA: 5s - loss: 10.3431 - mean_absolute_error: 2.4412 364/4840 [=>............................] - ETA: 4s - loss: 10.3351 - mean_absolute_error: 2.4422 408/4840 [=>............................] - ETA: 4s - loss: 10.2733 - mean_absolute_error: 2.4314 453/4840 [=>............................] - ETA: 4s - loss: 10.2483 - mean_absolute_error: 2.4275 500/4840 [==>...........................] - ETA: 4s - loss: 10.2232 - mean_absolute_error: 2.4245 545/4840 [==>...........................] - ETA: 4s - loss: 10.2034 - mean_absolute_error: 2.4199 590/4840 [==>...........................] - ETA: 4s - loss: 10.1812 - mean_absolute_error: 2.4181 635/4840 [==>...........................] - ETA: 4s - loss: 10.1875 - mean_absolute_error: 2.4203 682/4840 [===>..........................] - ETA: 4s - loss: 10.2220 - mean_absolute_error: 2.4230 726/4840 [===>..........................] - ETA: 4s - loss: 10.2610 - mean_absolute_error: 2.4290 772/4840 [===>..........................] - ETA: 4s - loss: 10.2629 - mean_absolute_error: 2.4286 818/4840 [====>.........................] - ETA: 4s - loss: 10.2820 - mean_absolute_error: 2.4314 865/4840 [====>.........................] - ETA: 4s - loss: 10.3241 - mean_absolute_error: 2.4368 910/4840 [====>.........................] - ETA: 4s - loss: 10.3318 - 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mean_absolute_error: 2.45451915/4840 [==========>...................] - ETA: 3s - loss: 10.4749 - mean_absolute_error: 2.45551962/4840 [===========>..................] - ETA: 3s - loss: 10.4908 - mean_absolute_error: 2.45732007/4840 [===========>..................] - ETA: 3s - loss: 10.4888 - mean_absolute_error: 2.45722052/4840 [===========>..................] - ETA: 3s - loss: 10.4690 - mean_absolute_error: 2.45512098/4840 [============>.................] - ETA: 3s - loss: 10.4547 - mean_absolute_error: 2.45342142/4840 [============>.................] - ETA: 2s - loss: 10.4653 - mean_absolute_error: 2.45482187/4840 [============>.................] - ETA: 2s - loss: 10.4538 - mean_absolute_error: 2.45352233/4840 [============>.................] - ETA: 2s - loss: 10.4566 - mean_absolute_error: 2.45402279/4840 [=============>................] - ETA: 2s - loss: 10.4524 - mean_absolute_error: 2.45392326/4840 [=============>................] - ETA: 2s - loss: 10.4416 - mean_absolute_error: 2.45272372/4840 [=============>................] - 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mean_absolute_error: 2.46233835/4840 [======================>.......] - ETA: 1s - loss: 10.5120 - mean_absolute_error: 2.46313880/4840 [=======================>......] - ETA: 1s - loss: 10.5072 - mean_absolute_error: 2.46233925/4840 [=======================>......] - ETA: 1s - loss: 10.5020 - mean_absolute_error: 2.46173970/4840 [=======================>......] - ETA: 0s - loss: 10.5041 - mean_absolute_error: 2.46254013/4840 [=======================>......] - ETA: 0s - loss: 10.5018 - mean_absolute_error: 2.46204059/4840 [========================>.....] - ETA: 0s - loss: 10.5020 - mean_absolute_error: 2.46194104/4840 [========================>.....] - ETA: 0s - loss: 10.5031 - mean_absolute_error: 2.46204152/4840 [========================>.....] - ETA: 0s - loss: 10.5028 - mean_absolute_error: 2.46164198/4840 [=========================>....] - ETA: 0s - loss: 10.4973 - mean_absolute_error: 2.46134244/4840 [=========================>....] - ETA: 0s - loss: 10.5037 - mean_absolute_error: 2.46224290/4840 [=========================>....] - ETA: 0s - loss: 10.5009 - mean_absolute_error: 2.46184335/4840 [=========================>....] - ETA: 0s - loss: 10.5018 - mean_absolute_error: 2.46174382/4840 [==========================>...] - ETA: 0s - loss: 10.4911 - mean_absolute_error: 2.46034429/4840 [==========================>...] - ETA: 0s - loss: 10.4910 - mean_absolute_error: 2.46064474/4840 [==========================>...] - ETA: 0s - loss: 10.4928 - mean_absolute_error: 2.46054520/4840 [===========================>..] - ETA: 0s - loss: 10.4936 - mean_absolute_error: 2.46044566/4840 [===========================>..] - ETA: 0s - loss: 10.4924 - mean_absolute_error: 2.46024611/4840 [===========================>..] - ETA: 0s - loss: 10.4980 - mean_absolute_error: 2.46104657/4840 [===========================>..] - ETA: 0s - loss: 10.4954 - mean_absolute_error: 2.46034703/4840 [============================>.] - ETA: 0s - loss: 10.5002 - mean_absolute_error: 2.46104749/4840 [============================>.] - ETA: 0s - loss: 10.4994 - mean_absolute_error: 2.46094796/4840 [============================>.] - ETA: 0s - loss: 10.5024 - mean_absolute_error: 2.46114840/4840 [==============================] - 6s 1ms/step - loss: 10.5033 - mean_absolute_error: 2.4615 - val_loss: 11.4977 - val_mean_absolute_error: 2.5800
Epoch 91/100
1/4840 [..............................] - ETA: 9s - loss: 12.5183 - mean_absolute_error: 2.6905 46/4840 [..............................] - ETA: 5s - loss: 10.2901 - mean_absolute_error: 2.4398 92/4840 [..............................] - ETA: 5s - loss: 10.1617 - mean_absolute_error: 2.4152 137/4840 [..............................] - ETA: 5s - loss: 10.3020 - mean_absolute_error: 2.4464 181/4840 [>.............................] - ETA: 5s - loss: 10.2695 - mean_absolute_error: 2.4378 227/4840 [>.............................] - ETA: 5s - loss: 10.4024 - mean_absolute_error: 2.4502 271/4840 [>.............................] - ETA: 5s - loss: 10.3536 - mean_absolute_error: 2.4459 316/4840 [>.............................] - ETA: 5s - loss: 10.4060 - mean_absolute_error: 2.4512 361/4840 [=>............................] - ETA: 5s - loss: 10.3937 - mean_absolute_error: 2.4518 407/4840 [=>............................] - ETA: 4s - loss: 10.4226 - mean_absolute_error: 2.4528 453/4840 [=>............................] - 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mean_absolute_error: 2.4668 950/4840 [====>.........................] - ETA: 4s - loss: 10.5224 - mean_absolute_error: 2.4660 995/4840 [=====>........................] - ETA: 4s - loss: 10.5205 - mean_absolute_error: 2.46581040/4840 [=====>........................] - ETA: 4s - loss: 10.5193 - mean_absolute_error: 2.46461086/4840 [=====>........................] - ETA: 4s - loss: 10.5051 - mean_absolute_error: 2.46321133/4840 [======>.......................] - ETA: 4s - loss: 10.4856 - mean_absolute_error: 2.46121178/4840 [======>.......................] - ETA: 4s - loss: 10.4813 - mean_absolute_error: 2.46011224/4840 [======>.......................] - ETA: 4s - loss: 10.4859 - mean_absolute_error: 2.46001271/4840 [======>.......................] - ETA: 3s - loss: 10.4981 - mean_absolute_error: 2.46111317/4840 [=======>......................] - ETA: 3s - loss: 10.5014 - mean_absolute_error: 2.46071362/4840 [=======>......................] - ETA: 3s - loss: 10.4955 - mean_absolute_error: 2.45991409/4840 [=======>......................] - ETA: 3s - loss: 10.4916 - mean_absolute_error: 2.45941455/4840 [========>.....................] - ETA: 3s - loss: 10.4809 - mean_absolute_error: 2.45821502/4840 [========>.....................] - ETA: 3s - loss: 10.4821 - mean_absolute_error: 2.45841546/4840 [========>.....................] - ETA: 3s - loss: 10.4729 - mean_absolute_error: 2.45751593/4840 [========>.....................] - ETA: 3s - loss: 10.4781 - mean_absolute_error: 2.45801637/4840 [=========>....................] - ETA: 3s - loss: 10.4840 - mean_absolute_error: 2.45901682/4840 [=========>....................] - ETA: 3s - loss: 10.4694 - mean_absolute_error: 2.45721729/4840 [=========>....................] - ETA: 3s - loss: 10.4923 - mean_absolute_error: 2.46031775/4840 [==========>...................] - ETA: 3s - loss: 10.4934 - mean_absolute_error: 2.46081821/4840 [==========>...................] - ETA: 3s - loss: 10.4617 - mean_absolute_error: 2.45691867/4840 [==========>...................] - ETA: 3s - loss: 10.4639 - mean_absolute_error: 2.45671913/4840 [==========>...................] - ETA: 3s - loss: 10.4648 - mean_absolute_error: 2.45671958/4840 [===========>..................] - ETA: 3s - loss: 10.4590 - mean_absolute_error: 2.45592003/4840 [===========>..................] - ETA: 3s - loss: 10.4562 - mean_absolute_error: 2.45522050/4840 [===========>..................] - ETA: 3s - loss: 10.4646 - mean_absolute_error: 2.45672096/4840 [===========>..................] - ETA: 3s - loss: 10.4566 - mean_absolute_error: 2.45552142/4840 [============>.................] - ETA: 2s - loss: 10.4704 - mean_absolute_error: 2.45752188/4840 [============>.................] - ETA: 2s - loss: 10.4601 - mean_absolute_error: 2.45482234/4840 [============>.................] - ETA: 2s - loss: 10.4595 - mean_absolute_error: 2.45492281/4840 [=============>................] - ETA: 2s - loss: 10.4638 - mean_absolute_error: 2.45552327/4840 [=============>................] - ETA: 2s - loss: 10.4671 - mean_absolute_error: 2.45582373/4840 [=============>................] - ETA: 2s - loss: 10.4649 - mean_absolute_error: 2.45532419/4840 [=============>................] - ETA: 2s - loss: 10.4654 - mean_absolute_error: 2.45542465/4840 [==============>...............] - ETA: 2s - loss: 10.4665 - mean_absolute_error: 2.45572510/4840 [==============>...............] - ETA: 2s - loss: 10.4675 - mean_absolute_error: 2.45582555/4840 [==============>...............] - ETA: 2s - loss: 10.4692 - mean_absolute_error: 2.45582600/4840 [===============>..............] - ETA: 2s - loss: 10.4564 - mean_absolute_error: 2.45452646/4840 [===============>..............] - ETA: 2s - loss: 10.4533 - mean_absolute_error: 2.45392692/4840 [===============>..............] - ETA: 2s - loss: 10.4472 - mean_absolute_error: 2.45332739/4840 [===============>..............] - ETA: 2s - loss: 10.4422 - mean_absolute_error: 2.45262783/4840 [================>.............] - ETA: 2s - loss: 10.4374 - mean_absolute_error: 2.45242830/4840 [================>.............] - ETA: 2s - loss: 10.4448 - mean_absolute_error: 2.45312876/4840 [================>.............] - ETA: 2s - loss: 10.4562 - mean_absolute_error: 2.45452921/4840 [=================>............] - ETA: 2s - loss: 10.4568 - mean_absolute_error: 2.45482969/4840 [=================>............] - ETA: 2s - loss: 10.4668 - mean_absolute_error: 2.45623015/4840 [=================>............] - ETA: 2s - loss: 10.4715 - mean_absolute_error: 2.45643059/4840 [=================>............] - ETA: 1s - loss: 10.4643 - mean_absolute_error: 2.45553104/4840 [==================>...........] - ETA: 1s - loss: 10.4697 - mean_absolute_error: 2.45643150/4840 [==================>...........] - ETA: 1s - loss: 10.4639 - mean_absolute_error: 2.45573195/4840 [==================>...........] - ETA: 1s - loss: 10.4603 - mean_absolute_error: 2.45533241/4840 [===================>..........] - ETA: 1s - loss: 10.4562 - mean_absolute_error: 2.45453287/4840 [===================>..........] - ETA: 1s - loss: 10.4574 - mean_absolute_error: 2.45463332/4840 [===================>..........] - ETA: 1s - loss: 10.4649 - mean_absolute_error: 2.45573377/4840 [===================>..........] - ETA: 1s - loss: 10.4661 - mean_absolute_error: 2.45603422/4840 [====================>.........] - ETA: 1s - loss: 10.4655 - mean_absolute_error: 2.45583467/4840 [====================>.........] - ETA: 1s - loss: 10.4667 - mean_absolute_error: 2.45583511/4840 [====================>.........] - ETA: 1s - loss: 10.4668 - mean_absolute_error: 2.45573557/4840 [=====================>........] - ETA: 1s - loss: 10.4774 - mean_absolute_error: 2.45713603/4840 [=====================>........] - ETA: 1s - loss: 10.4741 - mean_absolute_error: 2.45703649/4840 [=====================>........] - ETA: 1s - loss: 10.4702 - mean_absolute_error: 2.45633695/4840 [=====================>........] - ETA: 1s - loss: 10.4659 - mean_absolute_error: 2.45553740/4840 [======================>.......] - ETA: 1s - loss: 10.4640 - mean_absolute_error: 2.45543784/4840 [======================>.......] - ETA: 1s - loss: 10.4647 - mean_absolute_error: 2.45593830/4840 [======================>.......] - ETA: 1s - loss: 10.4640 - mean_absolute_error: 2.45613877/4840 [=======================>......] - ETA: 1s - loss: 10.4618 - mean_absolute_error: 2.45593923/4840 [=======================>......] - ETA: 1s - loss: 10.4643 - mean_absolute_error: 2.45623968/4840 [=======================>......] - ETA: 0s - loss: 10.4677 - mean_absolute_error: 2.45674013/4840 [=======================>......] - ETA: 0s - loss: 10.4727 - mean_absolute_error: 2.45744059/4840 [========================>.....] - ETA: 0s - loss: 10.4806 - mean_absolute_error: 2.45844105/4840 [========================>.....] - ETA: 0s - loss: 10.4758 - mean_absolute_error: 2.45784151/4840 [========================>.....] - ETA: 0s - loss: 10.4813 - mean_absolute_error: 2.45844197/4840 [=========================>....] - ETA: 0s - loss: 10.4773 - mean_absolute_error: 2.45794242/4840 [=========================>....] - ETA: 0s - loss: 10.4799 - mean_absolute_error: 2.45824286/4840 [=========================>....] - ETA: 0s - loss: 10.4846 - mean_absolute_error: 2.45894333/4840 [=========================>....] - ETA: 0s - loss: 10.4840 - mean_absolute_error: 2.45904377/4840 [==========================>...] - ETA: 0s - loss: 10.4905 - mean_absolute_error: 2.45964422/4840 [==========================>...] - ETA: 0s - loss: 10.4950 - mean_absolute_error: 2.45994467/4840 [==========================>...] - ETA: 0s - loss: 10.4924 - mean_absolute_error: 2.45954512/4840 [==========================>...] - ETA: 0s - loss: 10.4894 - mean_absolute_error: 2.45894558/4840 [===========================>..] - ETA: 0s - loss: 10.4968 - mean_absolute_error: 2.46014604/4840 [===========================>..] - ETA: 0s - loss: 10.5027 - mean_absolute_error: 2.46124649/4840 [===========================>..] - ETA: 0s - loss: 10.4980 - mean_absolute_error: 2.46064696/4840 [============================>.] - ETA: 0s - loss: 10.4958 - mean_absolute_error: 2.46064742/4840 [============================>.] - ETA: 0s - loss: 10.4966 - mean_absolute_error: 2.46044789/4840 [============================>.] - ETA: 0s - loss: 10.5028 - mean_absolute_error: 2.46094835/4840 [============================>.] - ETA: 0s - loss: 10.5022 - mean_absolute_error: 2.46084840/4840 [==============================] - 6s 1ms/step - loss: 10.5029 - mean_absolute_error: 2.4609 - val_loss: 11.4966 - val_mean_absolute_error: 2.5804
Epoch 92/100
1/4840 [..............................] - ETA: 9s - loss: 11.8894 - mean_absolute_error: 2.3553 44/4840 [..............................] - ETA: 5s - loss: 10.2143 - mean_absolute_error: 2.4252 90/4840 [..............................] - ETA: 5s - loss: 10.4237 - mean_absolute_error: 2.4666 134/4840 [..............................] - ETA: 5s - loss: 10.4788 - mean_absolute_error: 2.4630 179/4840 [>.............................] - ETA: 5s - loss: 10.4490 - mean_absolute_error: 2.4562 222/4840 [>.............................] - ETA: 5s - loss: 10.5902 - mean_absolute_error: 2.4725 266/4840 [>.............................] - ETA: 5s - loss: 10.5990 - mean_absolute_error: 2.4735 307/4840 [>.............................] - ETA: 5s - loss: 10.5886 - mean_absolute_error: 2.4730 344/4840 [=>............................] - ETA: 5s - loss: 10.6332 - mean_absolute_error: 2.4810 369/4840 [=>............................] - ETA: 5s - loss: 10.6041 - mean_absolute_error: 2.4767 396/4840 [=>............................] - 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ETA: 0s - loss: 10.5006 - mean_absolute_error: 2.45974782/4840 [============================>.] - ETA: 0s - loss: 10.5040 - mean_absolute_error: 2.46024827/4840 [============================>.] - ETA: 0s - loss: 10.5049 - mean_absolute_error: 2.46054840/4840 [==============================] - 6s 1ms/step - loss: 10.5027 - mean_absolute_error: 2.4603 - val_loss: 11.4965 - val_mean_absolute_error: 2.5812
Epoch 93/100
1/4840 [..............................] - ETA: 9s - loss: 10.7020 - mean_absolute_error: 2.3678 46/4840 [..............................] - ETA: 5s - loss: 10.2939 - mean_absolute_error: 2.4146 92/4840 [..............................] - ETA: 5s - loss: 9.9894 - mean_absolute_error: 2.3848 137/4840 [..............................] - ETA: 5s - loss: 10.1698 - mean_absolute_error: 2.4017 183/4840 [>.............................] - ETA: 5s - loss: 10.2711 - mean_absolute_error: 2.4248 229/4840 [>.............................] - ETA: 5s - loss: 10.3035 - mean_absolute_error: 2.4266 275/4840 [>.............................] - ETA: 5s - loss: 10.2901 - mean_absolute_error: 2.4221 321/4840 [>.............................] - ETA: 5s - loss: 10.2210 - mean_absolute_error: 2.4171 367/4840 [=>............................] - ETA: 4s - loss: 10.3237 - mean_absolute_error: 2.4307 413/4840 [=>............................] - ETA: 4s - loss: 10.3241 - mean_absolute_error: 2.4346 458/4840 [=>............................] - 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mean_absolute_error: 2.45923829/4840 [======================>.......] - ETA: 1s - loss: 10.4924 - mean_absolute_error: 2.45863874/4840 [=======================>......] - ETA: 1s - loss: 10.4867 - mean_absolute_error: 2.45793918/4840 [=======================>......] - ETA: 1s - loss: 10.4900 - mean_absolute_error: 2.45843964/4840 [=======================>......] - ETA: 0s - loss: 10.4927 - mean_absolute_error: 2.45914009/4840 [=======================>......] - ETA: 0s - loss: 10.4933 - mean_absolute_error: 2.45934054/4840 [========================>.....] - ETA: 0s - loss: 10.4860 - mean_absolute_error: 2.45854100/4840 [========================>.....] - ETA: 0s - loss: 10.4961 - mean_absolute_error: 2.45974146/4840 [========================>.....] - ETA: 0s - loss: 10.4935 - mean_absolute_error: 2.45934192/4840 [========================>.....] - ETA: 0s - loss: 10.4942 - mean_absolute_error: 2.45934238/4840 [=========================>....] - ETA: 0s - loss: 10.4923 - mean_absolute_error: 2.45914285/4840 [=========================>....] - 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mean_absolute_error: 2.46214791/4840 [============================>.] - ETA: 0s - loss: 10.5026 - mean_absolute_error: 2.46144835/4840 [============================>.] - ETA: 0s - loss: 10.5036 - mean_absolute_error: 2.46144840/4840 [==============================] - 6s 1ms/step - loss: 10.5031 - mean_absolute_error: 2.4614 - val_loss: 11.4992 - val_mean_absolute_error: 2.5808
Epoch 94/100
1/4840 [..............................] - ETA: 9s - loss: 13.4793 - mean_absolute_error: 2.9284 47/4840 [..............................] - ETA: 5s - loss: 10.3956 - mean_absolute_error: 2.4495 92/4840 [..............................] - ETA: 5s - loss: 10.2641 - mean_absolute_error: 2.4365 138/4840 [..............................] - ETA: 5s - loss: 10.1353 - mean_absolute_error: 2.4254 184/4840 [>.............................] - ETA: 5s - loss: 10.3454 - mean_absolute_error: 2.4518 230/4840 [>.............................] - ETA: 5s - loss: 10.3187 - mean_absolute_error: 2.4458 276/4840 [>.............................] - ETA: 5s - loss: 10.2168 - mean_absolute_error: 2.4298 321/4840 [>.............................] - ETA: 4s - loss: 10.3040 - mean_absolute_error: 2.4416 366/4840 [=>............................] - ETA: 4s - loss: 10.3498 - mean_absolute_error: 2.4481 413/4840 [=>............................] - ETA: 4s - loss: 10.3818 - mean_absolute_error: 2.4532 458/4840 [=>............................] - ETA: 4s - loss: 10.3568 - mean_absolute_error: 2.4481 504/4840 [==>...........................] - ETA: 4s - loss: 10.4369 - mean_absolute_error: 2.4573 551/4840 [==>...........................] - ETA: 4s - loss: 10.4277 - mean_absolute_error: 2.4569 597/4840 [==>...........................] - ETA: 4s - loss: 10.4216 - mean_absolute_error: 2.4559 643/4840 [==>...........................] - ETA: 4s - loss: 10.4243 - mean_absolute_error: 2.4561 687/4840 [===>..........................] - ETA: 4s - loss: 10.4697 - mean_absolute_error: 2.4620 732/4840 [===>..........................] - ETA: 4s - loss: 10.4458 - mean_absolute_error: 2.4584 779/4840 [===>..........................] - ETA: 4s - loss: 10.4893 - mean_absolute_error: 2.4651 824/4840 [====>.........................] - ETA: 4s - loss: 10.5063 - mean_absolute_error: 2.4665 869/4840 [====>.........................] - ETA: 4s - loss: 10.5135 - mean_absolute_error: 2.4653 915/4840 [====>.........................] - ETA: 4s - loss: 10.5187 - mean_absolute_error: 2.4641 960/4840 [====>.........................] - ETA: 4s - loss: 10.5083 - mean_absolute_error: 2.46301006/4840 [=====>........................] - ETA: 4s - loss: 10.5026 - mean_absolute_error: 2.46361050/4840 [=====>........................] - ETA: 4s - loss: 10.4664 - mean_absolute_error: 2.45811096/4840 [=====>........................] - ETA: 4s - loss: 10.4674 - mean_absolute_error: 2.45871142/4840 [======>.......................] - ETA: 4s - loss: 10.4612 - mean_absolute_error: 2.45681189/4840 [======>.......................] - ETA: 4s - loss: 10.4439 - mean_absolute_error: 2.45481235/4840 [======>.......................] - ETA: 3s - loss: 10.4506 - mean_absolute_error: 2.45661280/4840 [======>.......................] - ETA: 3s - loss: 10.4476 - mean_absolute_error: 2.45601326/4840 [=======>......................] - ETA: 3s - loss: 10.4536 - mean_absolute_error: 2.45611372/4840 [=======>......................] - ETA: 3s - loss: 10.4422 - mean_absolute_error: 2.45501420/4840 [=======>......................] - ETA: 3s - loss: 10.4256 - mean_absolute_error: 2.45241465/4840 [========>.....................] - ETA: 3s - loss: 10.4150 - mean_absolute_error: 2.45061512/4840 [========>.....................] - ETA: 3s - loss: 10.4271 - mean_absolute_error: 2.45201558/4840 [========>.....................] - ETA: 3s - loss: 10.4433 - mean_absolute_error: 2.45391602/4840 [========>.....................] - ETA: 3s - loss: 10.4488 - mean_absolute_error: 2.45461648/4840 [=========>....................] - ETA: 3s - loss: 10.4415 - mean_absolute_error: 2.45441694/4840 [=========>....................] - ETA: 3s - loss: 10.4538 - mean_absolute_error: 2.45581739/4840 [=========>....................] - ETA: 3s - loss: 10.4521 - mean_absolute_error: 2.45481785/4840 [==========>...................] - ETA: 3s - loss: 10.4593 - mean_absolute_error: 2.45551830/4840 [==========>...................] - ETA: 3s - loss: 10.4457 - mean_absolute_error: 2.45481877/4840 [==========>...................] - ETA: 3s - loss: 10.4411 - mean_absolute_error: 2.45411923/4840 [==========>...................] - ETA: 3s - loss: 10.4401 - mean_absolute_error: 2.45361968/4840 [===========>..................] - ETA: 3s - loss: 10.4409 - mean_absolute_error: 2.45392015/4840 [===========>..................] - ETA: 3s - loss: 10.4421 - mean_absolute_error: 2.45332063/4840 [===========>..................] - ETA: 3s - loss: 10.4434 - mean_absolute_error: 2.45302109/4840 [============>.................] - ETA: 3s - loss: 10.4486 - mean_absolute_error: 2.45392155/4840 [============>.................] - ETA: 2s - loss: 10.4368 - mean_absolute_error: 2.45262200/4840 [============>.................] - ETA: 2s - loss: 10.4326 - mean_absolute_error: 2.45232245/4840 [============>.................] - ETA: 2s - loss: 10.4340 - mean_absolute_error: 2.45222290/4840 [=============>................] - ETA: 2s - loss: 10.4409 - mean_absolute_error: 2.45362336/4840 [=============>................] - ETA: 2s - loss: 10.4279 - mean_absolute_error: 2.45162382/4840 [=============>................] - ETA: 2s - loss: 10.4208 - mean_absolute_error: 2.45102428/4840 [==============>...............] - ETA: 2s - loss: 10.4129 - mean_absolute_error: 2.44952474/4840 [==============>...............] - ETA: 2s - loss: 10.4159 - mean_absolute_error: 2.44942519/4840 [==============>...............] - ETA: 2s - loss: 10.4147 - mean_absolute_error: 2.44902565/4840 [==============>...............] - ETA: 2s - loss: 10.4225 - mean_absolute_error: 2.45002611/4840 [===============>..............] - ETA: 2s - loss: 10.4257 - mean_absolute_error: 2.45042657/4840 [===============>..............] - ETA: 2s - loss: 10.4235 - mean_absolute_error: 2.45042704/4840 [===============>..............] - ETA: 2s - loss: 10.4167 - mean_absolute_error: 2.45022750/4840 [================>.............] - ETA: 2s - loss: 10.4096 - mean_absolute_error: 2.44962796/4840 [================>.............] - ETA: 2s - loss: 10.4049 - mean_absolute_error: 2.44892842/4840 [================>.............] - ETA: 2s - loss: 10.4191 - mean_absolute_error: 2.45072887/4840 [================>.............] - ETA: 2s - loss: 10.4257 - mean_absolute_error: 2.45162934/4840 [=================>............] - ETA: 2s - loss: 10.4257 - mean_absolute_error: 2.45182980/4840 [=================>............] - ETA: 2s - loss: 10.4318 - mean_absolute_error: 2.45243027/4840 [=================>............] - ETA: 1s - loss: 10.4302 - mean_absolute_error: 2.45203073/4840 [==================>...........] - ETA: 1s - loss: 10.4240 - mean_absolute_error: 2.45103119/4840 [==================>...........] - ETA: 1s - loss: 10.4310 - mean_absolute_error: 2.45183164/4840 [==================>...........] - ETA: 1s - loss: 10.4420 - mean_absolute_error: 2.45353208/4840 [==================>...........] - ETA: 1s - loss: 10.4440 - mean_absolute_error: 2.45363253/4840 [===================>..........] - ETA: 1s - loss: 10.4593 - mean_absolute_error: 2.45533299/4840 [===================>..........] - ETA: 1s - loss: 10.4672 - mean_absolute_error: 2.45623345/4840 [===================>..........] - ETA: 1s - loss: 10.4721 - mean_absolute_error: 2.45673390/4840 [====================>.........] - ETA: 1s - loss: 10.4732 - mean_absolute_error: 2.45673435/4840 [====================>.........] - ETA: 1s - loss: 10.4717 - mean_absolute_error: 2.45653480/4840 [====================>.........] - ETA: 1s - loss: 10.4665 - mean_absolute_error: 2.45603526/4840 [====================>.........] - ETA: 1s - loss: 10.4625 - mean_absolute_error: 2.45573572/4840 [=====================>........] - ETA: 1s - loss: 10.4704 - mean_absolute_error: 2.45643618/4840 [=====================>........] - ETA: 1s - loss: 10.4806 - mean_absolute_error: 2.45773665/4840 [=====================>........] - ETA: 1s - loss: 10.4781 - mean_absolute_error: 2.45733709/4840 [=====================>........] - ETA: 1s - loss: 10.4826 - mean_absolute_error: 2.45803755/4840 [======================>.......] - ETA: 1s - loss: 10.4753 - mean_absolute_error: 2.45703801/4840 [======================>.......] - ETA: 1s - loss: 10.4760 - mean_absolute_error: 2.45733848/4840 [======================>.......] - ETA: 1s - loss: 10.4638 - mean_absolute_error: 2.45573894/4840 [=======================>......] - ETA: 1s - loss: 10.4692 - mean_absolute_error: 2.45663940/4840 [=======================>......] - ETA: 0s - loss: 10.4697 - mean_absolute_error: 2.45633986/4840 [=======================>......] - ETA: 0s - loss: 10.4663 - mean_absolute_error: 2.45624032/4840 [=======================>......] - ETA: 0s - loss: 10.4718 - mean_absolute_error: 2.45704077/4840 [========================>.....] - ETA: 0s - loss: 10.4757 - mean_absolute_error: 2.45724122/4840 [========================>.....] - ETA: 0s - loss: 10.4809 - mean_absolute_error: 2.45774168/4840 [========================>.....] - ETA: 0s - loss: 10.4798 - mean_absolute_error: 2.45744212/4840 [=========================>....] - ETA: 0s - loss: 10.4853 - mean_absolute_error: 2.45864258/4840 [=========================>....] - ETA: 0s - loss: 10.4954 - mean_absolute_error: 2.45994304/4840 [=========================>....] - ETA: 0s - loss: 10.4952 - mean_absolute_error: 2.46034348/4840 [=========================>....] - ETA: 0s - loss: 10.4902 - mean_absolute_error: 2.45964393/4840 [==========================>...] - ETA: 0s - loss: 10.4904 - mean_absolute_error: 2.45984439/4840 [==========================>...] - ETA: 0s - loss: 10.4908 - mean_absolute_error: 2.45984485/4840 [==========================>...] - ETA: 0s - loss: 10.4968 - mean_absolute_error: 2.46054531/4840 [===========================>..] - ETA: 0s - loss: 10.4984 - mean_absolute_error: 2.46074577/4840 [===========================>..] - ETA: 0s - loss: 10.4979 - mean_absolute_error: 2.46064622/4840 [===========================>..] - ETA: 0s - loss: 10.4983 - mean_absolute_error: 2.46064667/4840 [===========================>..] - ETA: 0s - loss: 10.4983 - mean_absolute_error: 2.46044713/4840 [============================>.] - ETA: 0s - loss: 10.4953 - mean_absolute_error: 2.46014757/4840 [============================>.] - ETA: 0s - loss: 10.4920 - mean_absolute_error: 2.45984803/4840 [============================>.] - ETA: 0s - loss: 10.4979 - mean_absolute_error: 2.46034840/4840 [==============================] - 6s 1ms/step - loss: 10.5026 - mean_absolute_error: 2.4609 - val_loss: 11.5004 - val_mean_absolute_error: 2.5816
Epoch 95/100
1/4840 [..............................] - ETA: 9s - loss: 11.6577 - mean_absolute_error: 2.5234 47/4840 [..............................] - ETA: 5s - loss: 10.1058 - mean_absolute_error: 2.3979 93/4840 [..............................] - ETA: 5s - loss: 9.8860 - mean_absolute_error: 2.3823 139/4840 [..............................] - ETA: 5s - loss: 10.2575 - mean_absolute_error: 2.4316 184/4840 [>.............................] - ETA: 5s - loss: 10.1723 - mean_absolute_error: 2.4137 229/4840 [>.............................] - ETA: 5s - loss: 10.2573 - mean_absolute_error: 2.4247 275/4840 [>.............................] - ETA: 5s - loss: 10.1940 - mean_absolute_error: 2.4184 321/4840 [>.............................] - ETA: 5s - loss: 10.2571 - mean_absolute_error: 2.4279 367/4840 [=>............................] - ETA: 4s - loss: 10.2182 - mean_absolute_error: 2.4239 412/4840 [=>............................] - ETA: 4s - loss: 10.2062 - mean_absolute_error: 2.4180 460/4840 [=>............................] - ETA: 4s - loss: 10.1909 - mean_absolute_error: 2.4186 506/4840 [==>...........................] - ETA: 4s - loss: 10.2455 - mean_absolute_error: 2.4237 553/4840 [==>...........................] - ETA: 4s - loss: 10.2664 - mean_absolute_error: 2.4273 599/4840 [==>...........................] - ETA: 4s - loss: 10.3120 - mean_absolute_error: 2.4341 645/4840 [==>...........................] - ETA: 4s - loss: 10.2951 - mean_absolute_error: 2.4324 692/4840 [===>..........................] - ETA: 4s - loss: 10.3844 - mean_absolute_error: 2.4438 738/4840 [===>..........................] - ETA: 4s - loss: 10.4319 - mean_absolute_error: 2.4497 785/4840 [===>..........................] - ETA: 4s - loss: 10.4749 - mean_absolute_error: 2.4581 831/4840 [====>.........................] - ETA: 4s - loss: 10.4681 - mean_absolute_error: 2.4584 877/4840 [====>.........................] - ETA: 4s - loss: 10.4833 - mean_absolute_error: 2.4622 923/4840 [====>.........................] - ETA: 4s - loss: 10.4963 - mean_absolute_error: 2.4640 968/4840 [=====>........................] - ETA: 4s - loss: 10.4927 - mean_absolute_error: 2.46301014/4840 [=====>........................] - ETA: 4s - loss: 10.4770 - mean_absolute_error: 2.46021060/4840 [=====>........................] - ETA: 4s - loss: 10.5066 - mean_absolute_error: 2.46361106/4840 [=====>........................] - ETA: 4s - loss: 10.5099 - mean_absolute_error: 2.46391151/4840 [======>.......................] - ETA: 4s - loss: 10.5316 - mean_absolute_error: 2.46571197/4840 [======>.......................] - ETA: 4s - loss: 10.5380 - mean_absolute_error: 2.46541243/4840 [======>.......................] - ETA: 3s - loss: 10.5115 - mean_absolute_error: 2.46241289/4840 [======>.......................] - ETA: 3s - loss: 10.4953 - mean_absolute_error: 2.46061334/4840 [=======>......................] - ETA: 3s - loss: 10.4898 - mean_absolute_error: 2.46001381/4840 [=======>......................] - ETA: 3s - loss: 10.4872 - mean_absolute_error: 2.45991427/4840 [=======>......................] - 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mean_absolute_error: 2.46321927/4840 [==========>...................] - ETA: 3s - loss: 10.5127 - mean_absolute_error: 2.46571974/4840 [===========>..................] - ETA: 3s - loss: 10.4995 - mean_absolute_error: 2.46442021/4840 [===========>..................] - ETA: 3s - loss: 10.5169 - mean_absolute_error: 2.46702065/4840 [===========>..................] - ETA: 3s - loss: 10.5044 - mean_absolute_error: 2.46612111/4840 [============>.................] - ETA: 3s - loss: 10.5074 - mean_absolute_error: 2.46682158/4840 [============>.................] - ETA: 2s - loss: 10.5069 - mean_absolute_error: 2.46682204/4840 [============>.................] - ETA: 2s - loss: 10.4919 - mean_absolute_error: 2.46442251/4840 [============>.................] - ETA: 2s - loss: 10.5019 - mean_absolute_error: 2.46522297/4840 [=============>................] - ETA: 2s - loss: 10.4953 - mean_absolute_error: 2.46472344/4840 [=============>................] - ETA: 2s - loss: 10.4965 - mean_absolute_error: 2.46492390/4840 [=============>................] - 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mean_absolute_error: 2.46282900/4840 [================>.............] - ETA: 2s - loss: 10.4934 - mean_absolute_error: 2.46282945/4840 [=================>............] - ETA: 2s - loss: 10.4890 - mean_absolute_error: 2.46212988/4840 [=================>............] - ETA: 2s - loss: 10.4903 - mean_absolute_error: 2.46253031/4840 [=================>............] - ETA: 1s - loss: 10.4952 - mean_absolute_error: 2.46293077/4840 [==================>...........] - ETA: 1s - loss: 10.4993 - mean_absolute_error: 2.46343124/4840 [==================>...........] - ETA: 1s - loss: 10.5008 - mean_absolute_error: 2.46383171/4840 [==================>...........] - ETA: 1s - loss: 10.5069 - mean_absolute_error: 2.46433218/4840 [==================>...........] - ETA: 1s - loss: 10.5026 - mean_absolute_error: 2.46333263/4840 [===================>..........] - ETA: 1s - loss: 10.5034 - mean_absolute_error: 2.46313309/4840 [===================>..........] - ETA: 1s - loss: 10.4927 - mean_absolute_error: 2.46153356/4840 [===================>..........] - ETA: 1s - loss: 10.4917 - mean_absolute_error: 2.46143402/4840 [====================>.........] - ETA: 1s - loss: 10.4866 - mean_absolute_error: 2.46053447/4840 [====================>.........] - ETA: 1s - loss: 10.4913 - mean_absolute_error: 2.46123493/4840 [====================>.........] - ETA: 1s - loss: 10.4971 - mean_absolute_error: 2.46213539/4840 [====================>.........] - ETA: 1s - loss: 10.5036 - mean_absolute_error: 2.46283584/4840 [=====================>........] - ETA: 1s - loss: 10.5053 - mean_absolute_error: 2.46293629/4840 [=====================>........] - ETA: 1s - loss: 10.5018 - mean_absolute_error: 2.46263674/4840 [=====================>........] - ETA: 1s - loss: 10.5075 - mean_absolute_error: 2.46333720/4840 [======================>.......] - ETA: 1s - loss: 10.5013 - mean_absolute_error: 2.46213766/4840 [======================>.......] - ETA: 1s - loss: 10.5000 - mean_absolute_error: 2.46203811/4840 [======================>.......] - ETA: 1s - loss: 10.5067 - mean_absolute_error: 2.46303858/4840 [======================>.......] - ETA: 1s - loss: 10.4983 - mean_absolute_error: 2.46203903/4840 [=======================>......] - ETA: 1s - loss: 10.5045 - mean_absolute_error: 2.46303952/4840 [=======================>......] - ETA: 0s - loss: 10.5023 - mean_absolute_error: 2.46263999/4840 [=======================>......] - ETA: 0s - loss: 10.5035 - mean_absolute_error: 2.46274045/4840 [========================>.....] - ETA: 0s - loss: 10.5040 - mean_absolute_error: 2.46294092/4840 [========================>.....] - ETA: 0s - loss: 10.5022 - mean_absolute_error: 2.46304136/4840 [========================>.....] - ETA: 0s - loss: 10.4937 - mean_absolute_error: 2.46194181/4840 [========================>.....] - ETA: 0s - loss: 10.4967 - mean_absolute_error: 2.46224228/4840 [=========================>....] - ETA: 0s - loss: 10.4962 - mean_absolute_error: 2.46224273/4840 [=========================>....] - ETA: 0s - loss: 10.4971 - mean_absolute_error: 2.46224319/4840 [=========================>....] - ETA: 0s - loss: 10.4995 - mean_absolute_error: 2.46234364/4840 [==========================>...] - ETA: 0s - loss: 10.5037 - mean_absolute_error: 2.46274410/4840 [==========================>...] - ETA: 0s - loss: 10.5070 - mean_absolute_error: 2.46334456/4840 [==========================>...] - ETA: 0s - loss: 10.5033 - mean_absolute_error: 2.46284503/4840 [==========================>...] - ETA: 0s - loss: 10.5034 - mean_absolute_error: 2.46304548/4840 [===========================>..] - ETA: 0s - loss: 10.5036 - mean_absolute_error: 2.46294593/4840 [===========================>..] - ETA: 0s - loss: 10.5048 - mean_absolute_error: 2.46334637/4840 [===========================>..] - ETA: 0s - loss: 10.5048 - mean_absolute_error: 2.46344683/4840 [============================>.] - ETA: 0s - loss: 10.5026 - mean_absolute_error: 2.46304729/4840 [============================>.] - ETA: 0s - loss: 10.5051 - mean_absolute_error: 2.46304776/4840 [============================>.] - ETA: 0s - loss: 10.5094 - mean_absolute_error: 2.46344820/4840 [============================>.] - ETA: 0s - loss: 10.5034 - mean_absolute_error: 2.46274840/4840 [==============================] - 6s 1ms/step - loss: 10.5028 - mean_absolute_error: 2.4624 - val_loss: 11.5000 - val_mean_absolute_error: 2.5815
Epoch 96/100
1/4840 [..............................] - ETA: 10s - loss: 14.6441 - mean_absolute_error: 2.9735 47/4840 [..............................] - ETA: 5s - loss: 10.4064 - mean_absolute_error: 2.4212 91/4840 [..............................] - ETA: 5s - loss: 10.3440 - mean_absolute_error: 2.4217 135/4840 [..............................] - ETA: 5s - loss: 10.4323 - mean_absolute_error: 2.4485 180/4840 [>.............................] - ETA: 5s - loss: 10.3496 - mean_absolute_error: 2.4383 226/4840 [>.............................] - ETA: 5s - loss: 10.2838 - mean_absolute_error: 2.4258 272/4840 [>.............................] - ETA: 5s - loss: 10.3441 - mean_absolute_error: 2.4378 318/4840 [>.............................] - ETA: 5s - loss: 10.2919 - mean_absolute_error: 2.4326 363/4840 [=>............................] - ETA: 4s - loss: 10.2173 - mean_absolute_error: 2.4231 408/4840 [=>............................] - ETA: 4s - loss: 10.2142 - mean_absolute_error: 2.4245 454/4840 [=>............................] - ETA: 4s - loss: 10.2205 - mean_absolute_error: 2.4242 499/4840 [==>...........................] - ETA: 4s - loss: 10.2708 - mean_absolute_error: 2.4318 546/4840 [==>...........................] - ETA: 4s - loss: 10.2022 - mean_absolute_error: 2.4228 593/4840 [==>...........................] - ETA: 4s - loss: 10.1914 - mean_absolute_error: 2.4220 639/4840 [==>...........................] - ETA: 4s - loss: 10.1633 - mean_absolute_error: 2.4199 683/4840 [===>..........................] - ETA: 4s - loss: 10.1817 - mean_absolute_error: 2.4218 730/4840 [===>..........................] - ETA: 4s - loss: 10.1961 - mean_absolute_error: 2.4230 776/4840 [===>..........................] - ETA: 4s - loss: 10.2314 - mean_absolute_error: 2.4283 823/4840 [====>.........................] - ETA: 4s - loss: 10.2385 - mean_absolute_error: 2.4283 869/4840 [====>.........................] - ETA: 4s - loss: 10.2468 - mean_absolute_error: 2.4284 916/4840 [====>.........................] - ETA: 4s - loss: 10.2757 - mean_absolute_error: 2.4308 963/4840 [====>.........................] - ETA: 4s - loss: 10.2979 - mean_absolute_error: 2.43451012/4840 [=====>........................] - ETA: 4s - loss: 10.2817 - mean_absolute_error: 2.43471059/4840 [=====>........................] - ETA: 4s - loss: 10.2889 - mean_absolute_error: 2.43551106/4840 [=====>........................] - ETA: 4s - loss: 10.3361 - mean_absolute_error: 2.44211153/4840 [======>.......................] - ETA: 4s - loss: 10.3503 - mean_absolute_error: 2.44421200/4840 [======>.......................] - ETA: 3s - loss: 10.3825 - mean_absolute_error: 2.44871246/4840 [======>.......................] - ETA: 3s - loss: 10.3862 - mean_absolute_error: 2.44911291/4840 [=======>......................] - ETA: 3s - loss: 10.3982 - mean_absolute_error: 2.45101337/4840 [=======>......................] - ETA: 3s - loss: 10.3904 - mean_absolute_error: 2.44911385/4840 [=======>......................] - ETA: 3s - loss: 10.3743 - mean_absolute_error: 2.44741431/4840 [=======>......................] - ETA: 3s - loss: 10.3793 - mean_absolute_error: 2.44881477/4840 [========>.....................] - ETA: 3s - loss: 10.3864 - mean_absolute_error: 2.44861524/4840 [========>.....................] - ETA: 3s - loss: 10.4010 - mean_absolute_error: 2.45131571/4840 [========>.....................] - ETA: 3s - loss: 10.4029 - mean_absolute_error: 2.45091615/4840 [=========>....................] - ETA: 3s - loss: 10.3925 - mean_absolute_error: 2.45001661/4840 [=========>....................] - ETA: 3s - loss: 10.3980 - mean_absolute_error: 2.45051707/4840 [=========>....................] - ETA: 3s - loss: 10.4033 - mean_absolute_error: 2.45081752/4840 [=========>....................] - ETA: 3s - loss: 10.4204 - mean_absolute_error: 2.45361797/4840 [==========>...................] - ETA: 3s - loss: 10.4052 - mean_absolute_error: 2.45161843/4840 [==========>...................] - ETA: 3s - loss: 10.4023 - mean_absolute_error: 2.45141889/4840 [==========>...................] - ETA: 3s - loss: 10.4060 - mean_absolute_error: 2.45181936/4840 [===========>..................] - ETA: 3s - loss: 10.4311 - mean_absolute_error: 2.45491982/4840 [===========>..................] - ETA: 3s - loss: 10.4265 - mean_absolute_error: 2.45422029/4840 [===========>..................] - ETA: 3s - loss: 10.4246 - mean_absolute_error: 2.45382075/4840 [===========>..................] - ETA: 3s - loss: 10.4377 - mean_absolute_error: 2.45552122/4840 [============>.................] - ETA: 2s - loss: 10.4311 - mean_absolute_error: 2.45432168/4840 [============>.................] - ETA: 2s - loss: 10.4300 - mean_absolute_error: 2.45472215/4840 [============>.................] - ETA: 2s - loss: 10.4229 - mean_absolute_error: 2.45322261/4840 [=============>................] - ETA: 2s - loss: 10.4205 - mean_absolute_error: 2.45262308/4840 [=============>................] - ETA: 2s - loss: 10.4176 - mean_absolute_error: 2.45182353/4840 [=============>................] - ETA: 2s - loss: 10.4231 - mean_absolute_error: 2.45222399/4840 [=============>................] - ETA: 2s - loss: 10.4219 - mean_absolute_error: 2.45222445/4840 [==============>...............] - ETA: 2s - loss: 10.4305 - mean_absolute_error: 2.45362492/4840 [==============>...............] - ETA: 2s - loss: 10.4302 - mean_absolute_error: 2.45382535/4840 [==============>...............] - ETA: 2s - loss: 10.4577 - mean_absolute_error: 2.45722579/4840 [==============>...............] - ETA: 2s - loss: 10.4489 - mean_absolute_error: 2.45582625/4840 [===============>..............] - ETA: 2s - loss: 10.4425 - mean_absolute_error: 2.45502671/4840 [===============>..............] - ETA: 2s - loss: 10.4398 - mean_absolute_error: 2.45422716/4840 [===============>..............] - ETA: 2s - loss: 10.4496 - mean_absolute_error: 2.45552764/4840 [================>.............] - ETA: 2s - loss: 10.4464 - mean_absolute_error: 2.45472809/4840 [================>.............] - ETA: 2s - loss: 10.4406 - mean_absolute_error: 2.45392856/4840 [================>.............] - ETA: 2s - loss: 10.4486 - mean_absolute_error: 2.45492902/4840 [================>.............] - ETA: 2s - loss: 10.4538 - mean_absolute_error: 2.45572949/4840 [=================>............] - ETA: 2s - loss: 10.4591 - mean_absolute_error: 2.45602996/4840 [=================>............] - ETA: 2s - loss: 10.4677 - mean_absolute_error: 2.45693041/4840 [=================>............] - ETA: 1s - loss: 10.4753 - mean_absolute_error: 2.45803087/4840 [==================>...........] - ETA: 1s - loss: 10.4797 - mean_absolute_error: 2.45873133/4840 [==================>...........] - ETA: 1s - loss: 10.4920 - mean_absolute_error: 2.46013178/4840 [==================>...........] - ETA: 1s - loss: 10.4938 - mean_absolute_error: 2.46013224/4840 [==================>...........] - ETA: 1s - loss: 10.4990 - mean_absolute_error: 2.46083268/4840 [===================>..........] - ETA: 1s - loss: 10.5020 - mean_absolute_error: 2.46103315/4840 [===================>..........] - ETA: 1s - loss: 10.4993 - mean_absolute_error: 2.46033361/4840 [===================>..........] - ETA: 1s - loss: 10.4918 - mean_absolute_error: 2.45933407/4840 [====================>.........] - ETA: 1s - loss: 10.4926 - mean_absolute_error: 2.45963452/4840 [====================>.........] - ETA: 1s - loss: 10.4984 - mean_absolute_error: 2.46033498/4840 [====================>.........] - ETA: 1s - loss: 10.4953 - mean_absolute_error: 2.46033545/4840 [====================>.........] - ETA: 1s - loss: 10.4988 - mean_absolute_error: 2.46053592/4840 [=====================>........] - ETA: 1s - loss: 10.4979 - mean_absolute_error: 2.46033639/4840 [=====================>........] - ETA: 1s - loss: 10.5061 - mean_absolute_error: 2.46133687/4840 [=====================>........] - ETA: 1s - loss: 10.5091 - mean_absolute_error: 2.46183733/4840 [======================>.......] - ETA: 1s - loss: 10.5113 - mean_absolute_error: 2.46203780/4840 [======================>.......] - ETA: 1s - loss: 10.5094 - mean_absolute_error: 2.46143824/4840 [======================>.......] - ETA: 1s - loss: 10.5162 - mean_absolute_error: 2.46233871/4840 [======================>.......] - ETA: 1s - loss: 10.5142 - mean_absolute_error: 2.46233917/4840 [=======================>......] - ETA: 1s - loss: 10.5241 - mean_absolute_error: 2.46343962/4840 [=======================>......] - ETA: 0s - loss: 10.5268 - mean_absolute_error: 2.46394009/4840 [=======================>......] - ETA: 0s - loss: 10.5213 - mean_absolute_error: 2.46334056/4840 [========================>.....] - ETA: 0s - loss: 10.5141 - mean_absolute_error: 2.46234102/4840 [========================>.....] - ETA: 0s - loss: 10.5092 - mean_absolute_error: 2.46154148/4840 [========================>.....] - ETA: 0s - loss: 10.5148 - mean_absolute_error: 2.46214194/4840 [========================>.....] - ETA: 0s - loss: 10.5083 - mean_absolute_error: 2.46104239/4840 [=========================>....] - ETA: 0s - loss: 10.5079 - mean_absolute_error: 2.46104285/4840 [=========================>....] - ETA: 0s - loss: 10.5038 - mean_absolute_error: 2.46064331/4840 [=========================>....] - ETA: 0s - loss: 10.4972 - mean_absolute_error: 2.45994378/4840 [==========================>...] - ETA: 0s - loss: 10.4950 - mean_absolute_error: 2.45974422/4840 [==========================>...] - ETA: 0s - loss: 10.4918 - mean_absolute_error: 2.45944469/4840 [==========================>...] - ETA: 0s - loss: 10.4971 - mean_absolute_error: 2.46014516/4840 [==========================>...] - ETA: 0s - loss: 10.5015 - mean_absolute_error: 2.46074562/4840 [===========================>..] - ETA: 0s - loss: 10.5066 - mean_absolute_error: 2.46154608/4840 [===========================>..] - ETA: 0s - loss: 10.5027 - mean_absolute_error: 2.46104655/4840 [===========================>..] - ETA: 0s - loss: 10.5001 - mean_absolute_error: 2.46114701/4840 [============================>.] - ETA: 0s - loss: 10.4984 - mean_absolute_error: 2.46104746/4840 [============================>.] - ETA: 0s - loss: 10.4967 - mean_absolute_error: 2.46094792/4840 [============================>.] - ETA: 0s - loss: 10.5034 - mean_absolute_error: 2.46174838/4840 [============================>.] - ETA: 0s - loss: 10.5028 - mean_absolute_error: 2.46174840/4840 [==============================] - 6s 1ms/step - loss: 10.5029 - mean_absolute_error: 2.4617 - val_loss: 11.5003 - val_mean_absolute_error: 2.5815
Epoch 97/100
1/4840 [..............................] - ETA: 9s - loss: 8.5064 - mean_absolute_error: 2.4018 46/4840 [..............................] - ETA: 5s - loss: 10.4153 - mean_absolute_error: 2.4448 92/4840 [..............................] - ETA: 5s - loss: 10.6115 - mean_absolute_error: 2.4770 137/4840 [..............................] - ETA: 5s - loss: 10.5578 - mean_absolute_error: 2.4662 181/4840 [>.............................] - ETA: 5s - loss: 10.5395 - mean_absolute_error: 2.4593 226/4840 [>.............................] - ETA: 5s - loss: 10.5555 - mean_absolute_error: 2.4640 270/4840 [>.............................] - ETA: 5s - loss: 10.4719 - mean_absolute_error: 2.4576 315/4840 [>.............................] - ETA: 5s - loss: 10.4023 - mean_absolute_error: 2.4480 361/4840 [=>............................] - ETA: 5s - loss: 10.4560 - mean_absolute_error: 2.4534 407/4840 [=>............................] - ETA: 4s - loss: 10.5936 - mean_absolute_error: 2.4724 452/4840 [=>............................] - ETA: 4s - loss: 10.5749 - mean_absolute_error: 2.4696 498/4840 [==>...........................] - ETA: 4s - loss: 10.5843 - mean_absolute_error: 2.4731 542/4840 [==>...........................] - ETA: 4s - loss: 10.5874 - mean_absolute_error: 2.4722 587/4840 [==>...........................] - ETA: 4s - loss: 10.5638 - mean_absolute_error: 2.4692 633/4840 [==>...........................] - ETA: 4s - loss: 10.5386 - mean_absolute_error: 2.4644 679/4840 [===>..........................] - ETA: 4s - loss: 10.5675 - mean_absolute_error: 2.4671 725/4840 [===>..........................] - ETA: 4s - loss: 10.5644 - mean_absolute_error: 2.4679 770/4840 [===>..........................] - ETA: 4s - loss: 10.5550 - mean_absolute_error: 2.4682 817/4840 [====>.........................] - ETA: 4s - loss: 10.5630 - mean_absolute_error: 2.4687 863/4840 [====>.........................] - ETA: 4s - loss: 10.5653 - mean_absolute_error: 2.4683 909/4840 [====>.........................] - ETA: 4s - loss: 10.5455 - mean_absolute_error: 2.4667 955/4840 [====>.........................] - ETA: 4s - loss: 10.5650 - mean_absolute_error: 2.46911000/4840 [=====>........................] - ETA: 4s - loss: 10.5439 - mean_absolute_error: 2.46621048/4840 [=====>........................] - ETA: 4s - loss: 10.5438 - mean_absolute_error: 2.46701094/4840 [=====>........................] - ETA: 4s - loss: 10.5104 - mean_absolute_error: 2.46311140/4840 [======>.......................] - ETA: 4s - loss: 10.4982 - mean_absolute_error: 2.46241185/4840 [======>.......................] - ETA: 4s - loss: 10.5167 - mean_absolute_error: 2.46531229/4840 [======>.......................] - ETA: 4s - loss: 10.5289 - mean_absolute_error: 2.46531275/4840 [======>.......................] - ETA: 3s - loss: 10.5371 - mean_absolute_error: 2.46591321/4840 [=======>......................] - ETA: 3s - loss: 10.5265 - mean_absolute_error: 2.46391367/4840 [=======>......................] - ETA: 3s - loss: 10.5186 - mean_absolute_error: 2.46301412/4840 [=======>......................] - 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mean_absolute_error: 2.46011914/4840 [==========>...................] - ETA: 3s - loss: 10.5002 - mean_absolute_error: 2.46211961/4840 [===========>..................] - ETA: 3s - loss: 10.5015 - mean_absolute_error: 2.46252006/4840 [===========>..................] - ETA: 3s - loss: 10.5104 - mean_absolute_error: 2.46282053/4840 [===========>..................] - ETA: 3s - loss: 10.4988 - mean_absolute_error: 2.46112099/4840 [============>.................] - ETA: 3s - loss: 10.5001 - mean_absolute_error: 2.46172145/4840 [============>.................] - ETA: 2s - loss: 10.4947 - mean_absolute_error: 2.46122191/4840 [============>.................] - ETA: 2s - loss: 10.4841 - mean_absolute_error: 2.45972238/4840 [============>.................] - ETA: 2s - loss: 10.4934 - mean_absolute_error: 2.46132283/4840 [=============>................] - ETA: 2s - loss: 10.4834 - mean_absolute_error: 2.46002328/4840 [=============>................] - ETA: 2s - loss: 10.4861 - mean_absolute_error: 2.46032373/4840 [=============>................] - 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mean_absolute_error: 2.45823833/4840 [======================>.......] - ETA: 1s - loss: 10.4777 - mean_absolute_error: 2.45833878/4840 [=======================>......] - ETA: 1s - loss: 10.4807 - mean_absolute_error: 2.45853920/4840 [=======================>......] - ETA: 1s - loss: 10.4897 - mean_absolute_error: 2.45963965/4840 [=======================>......] - ETA: 0s - loss: 10.4951 - mean_absolute_error: 2.46034012/4840 [=======================>......] - ETA: 0s - loss: 10.4976 - mean_absolute_error: 2.46094058/4840 [========================>.....] - ETA: 0s - loss: 10.5065 - mean_absolute_error: 2.46224104/4840 [========================>.....] - ETA: 0s - loss: 10.5056 - mean_absolute_error: 2.46214148/4840 [========================>.....] - ETA: 0s - loss: 10.5083 - mean_absolute_error: 2.46244193/4840 [========================>.....] - ETA: 0s - loss: 10.5096 - mean_absolute_error: 2.46284238/4840 [=========================>....] - ETA: 0s - loss: 10.5111 - mean_absolute_error: 2.46264283/4840 [=========================>....] - 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mean_absolute_error: 2.46214786/4840 [============================>.] - ETA: 0s - loss: 10.5015 - mean_absolute_error: 2.46184830/4840 [============================>.] - ETA: 0s - loss: 10.5016 - mean_absolute_error: 2.46184840/4840 [==============================] - 6s 1ms/step - loss: 10.5032 - mean_absolute_error: 2.4619 - val_loss: 11.4974 - val_mean_absolute_error: 2.5807
Epoch 98/100
1/4840 [..............................] - ETA: 9s - loss: 8.8285 - mean_absolute_error: 2.3623 45/4840 [..............................] - ETA: 5s - loss: 10.8198 - mean_absolute_error: 2.5249 90/4840 [..............................] - ETA: 5s - loss: 10.7570 - mean_absolute_error: 2.4872 134/4840 [..............................] - ETA: 5s - loss: 10.6036 - mean_absolute_error: 2.4752 180/4840 [>.............................] - ETA: 5s - loss: 10.5469 - mean_absolute_error: 2.4728 226/4840 [>.............................] - ETA: 5s - loss: 10.5405 - mean_absolute_error: 2.4724 273/4840 [>.............................] - ETA: 5s - loss: 10.4735 - mean_absolute_error: 2.4613 319/4840 [>.............................] - ETA: 5s - loss: 10.4790 - mean_absolute_error: 2.4603 364/4840 [=>............................] - ETA: 4s - loss: 10.5350 - mean_absolute_error: 2.4653 410/4840 [=>............................] - ETA: 4s - loss: 10.5821 - mean_absolute_error: 2.4718 456/4840 [=>............................] - 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ETA: 0s - loss: 10.4894 - mean_absolute_error: 2.45964347/4840 [=========================>....] - ETA: 0s - loss: 10.4883 - mean_absolute_error: 2.45954393/4840 [==========================>...] - ETA: 0s - loss: 10.4871 - mean_absolute_error: 2.45904438/4840 [==========================>...] - ETA: 0s - loss: 10.4836 - mean_absolute_error: 2.45874483/4840 [==========================>...] - ETA: 0s - loss: 10.4880 - mean_absolute_error: 2.45914528/4840 [===========================>..] - ETA: 0s - loss: 10.4918 - mean_absolute_error: 2.45934574/4840 [===========================>..] - ETA: 0s - loss: 10.4962 - mean_absolute_error: 2.45984619/4840 [===========================>..] - ETA: 0s - loss: 10.4872 - mean_absolute_error: 2.45874665/4840 [===========================>..] - ETA: 0s - loss: 10.4926 - mean_absolute_error: 2.45904712/4840 [============================>.] - ETA: 0s - loss: 10.4927 - mean_absolute_error: 2.45914758/4840 [============================>.] - ETA: 0s - loss: 10.4967 - mean_absolute_error: 2.45964803/4840 [============================>.] - ETA: 0s - loss: 10.4975 - mean_absolute_error: 2.45984840/4840 [==============================] - 6s 1ms/step - loss: 10.5028 - mean_absolute_error: 2.4605 - val_loss: 11.4967 - val_mean_absolute_error: 2.5816
Epoch 99/100
1/4840 [..............................] - ETA: 11s - loss: 11.9448 - mean_absolute_error: 2.5786 47/4840 [..............................] - ETA: 5s - loss: 10.0077 - mean_absolute_error: 2.4099 93/4840 [..............................] - ETA: 5s - loss: 10.5543 - mean_absolute_error: 2.4704 139/4840 [..............................] - ETA: 5s - loss: 10.6482 - mean_absolute_error: 2.4870 184/4840 [>.............................] - ETA: 5s - loss: 10.6899 - mean_absolute_error: 2.4890 227/4840 [>.............................] - ETA: 5s - loss: 10.6731 - mean_absolute_error: 2.4890 270/4840 [>.............................] - ETA: 5s - loss: 10.5978 - mean_absolute_error: 2.4787 314/4840 [>.............................] - ETA: 5s - loss: 10.4806 - mean_absolute_error: 2.4572 359/4840 [=>............................] - ETA: 5s - loss: 10.5256 - mean_absolute_error: 2.4601 404/4840 [=>............................] - ETA: 4s - loss: 10.5813 - mean_absolute_error: 2.4686 449/4840 [=>............................] - 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mean_absolute_error: 2.46411905/4840 [==========>...................] - ETA: 3s - loss: 10.5024 - mean_absolute_error: 2.46391951/4840 [===========>..................] - ETA: 3s - loss: 10.5035 - mean_absolute_error: 2.46411997/4840 [===========>..................] - ETA: 3s - loss: 10.5075 - mean_absolute_error: 2.46452041/4840 [===========>..................] - ETA: 3s - loss: 10.4898 - mean_absolute_error: 2.46212087/4840 [===========>..................] - ETA: 3s - loss: 10.5052 - mean_absolute_error: 2.46402133/4840 [============>.................] - ETA: 3s - loss: 10.5081 - mean_absolute_error: 2.46452179/4840 [============>.................] - ETA: 2s - loss: 10.5006 - mean_absolute_error: 2.46362225/4840 [============>.................] - ETA: 2s - loss: 10.4792 - mean_absolute_error: 2.46132270/4840 [=============>................] - ETA: 2s - loss: 10.4929 - mean_absolute_error: 2.46302316/4840 [=============>................] - ETA: 2s - loss: 10.4872 - mean_absolute_error: 2.46242362/4840 [=============>................] - 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mean_absolute_error: 2.46243820/4840 [======================>.......] - ETA: 1s - loss: 10.5053 - mean_absolute_error: 2.46363864/4840 [======================>.......] - ETA: 1s - loss: 10.5101 - mean_absolute_error: 2.46423910/4840 [=======================>......] - ETA: 1s - loss: 10.5108 - mean_absolute_error: 2.46413956/4840 [=======================>......] - ETA: 0s - loss: 10.5131 - mean_absolute_error: 2.46444001/4840 [=======================>......] - ETA: 0s - loss: 10.5112 - mean_absolute_error: 2.46424046/4840 [========================>.....] - ETA: 0s - loss: 10.5135 - mean_absolute_error: 2.46444092/4840 [========================>.....] - ETA: 0s - loss: 10.5117 - mean_absolute_error: 2.46434138/4840 [========================>.....] - ETA: 0s - loss: 10.5033 - mean_absolute_error: 2.46304184/4840 [========================>.....] - ETA: 0s - loss: 10.5025 - mean_absolute_error: 2.46274230/4840 [=========================>....] - ETA: 0s - loss: 10.4975 - mean_absolute_error: 2.46214276/4840 [=========================>....] - 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mean_absolute_error: 2.46314783/4840 [============================>.] - ETA: 0s - loss: 10.5088 - mean_absolute_error: 2.46344827/4840 [============================>.] - ETA: 0s - loss: 10.5057 - mean_absolute_error: 2.46294840/4840 [==============================] - 6s 1ms/step - loss: 10.5028 - mean_absolute_error: 2.4625 - val_loss: 11.4986 - val_mean_absolute_error: 2.5807
Epoch 100/100
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mean_absolute_error: 2.46034803/4840 [============================>.] - ETA: 0s - loss: 10.5038 - mean_absolute_error: 2.46074840/4840 [==============================] - 6s 1ms/step - loss: 10.5029 - mean_absolute_error: 2.4606 - val_loss: 11.4956 - val_mean_absolute_error: 2.5806
To measure the change in the mean_absolute_error statistic within my epochs (or run through the datasets) during the attempt to fit the Machine Learning model above as they were being completed, I made a line-graph visualization to see the fluctuation in the error as shown below.
```{python}
# Plot the Validation Mean Absolute Error throughout the fitting of the model across epochs
pd.Series(book_rec_history.history["val_loss"][15:]).plot(logy=False, color="gold")
plt.xlabel("Epoch")
plt.ylabel("Validation Error")
plt.title("Change in Validation Mean Absolute Error Across Epochs")
plt.show()
print("Minimum MSE:", min(book_rec_history.history["val_loss"]))
```Minimum MSE: 11.46623706817627
With the Machine Learning model fitted, it would be a good time to evaluate the effectiveness of my model. Thus, I will calculate metrics (as shown below) such as Precision Score, ROC-AUC (Receiver Operating Characteristic (Curve) - Area Under the Curve) Score, F1 Score, Recall Score, and the Confusion Matrix. For the classification metrics, I applied a threshold rating of 5.0 or above to indicate as an acceptable rating to recommend a book, based on the logic that there would be more positive than negative reviews for that book-title, on average. All of the calcuations are shown in the following code snippet as well as its corresponding visualizations.
```{python}
predicted_ratings = model.predict(x=(X_test["New-User-ID"], X_test["New-ISBN"])).flatten()
book_rec_history_model_loss, book_rec_history_model_accuracy = model.evaluate(x=(X_test["New-User-ID"], X_test["New-ISBN"]), y=X_test["Book-Rating"])
book_rec_history_model_accuracy /= 10
# Threshold the predicted ratings to binary-classified recommendations (e.g., using a threshold of >= 5 for recommending book)
threshold = 5
predicted_labels_bin_classify = (predicted_ratings.copy() >= threshold).astype(int)
actual_labels_bin_classify = (X_test["Book-Rating"].copy() >= threshold).astype(int)
actual_ratings_int = predicted_labels_bin_classify.copy().astype(int)
predicted_ratings_int = actual_labels_bin_classify.copy().astype(int)
clf_report = pd.DataFrame(classification_report(y_true=actual_ratings_int, y_pred=predicted_ratings_int, output_dict=True, zero_division=0))
y_test_book_rating = predicted_labels_bin_classify
y_pred_book_rating = actual_labels_bin_classify
avg_precision_score = average_precision_score(y_true=actual_labels_bin_classify, y_score=predicted_labels_bin_classify)
# Compute and output statistics for Average Precision, Accuracy, and ROC AUC Scores as well as the Classifcation Report
print(f"Average Precision Score (When Compared to Test Set): {avg_precision_score * 100:.2f}%")
print("_______________________________________________")
print(f"Accuracy Score (When Compared to Test Set): {book_rec_history_model_accuracy * 100:.2f}%)")
print("_______________________________________________")
print(f"ROC AUC Score: {roc_auc_score(y_test_book_rating, y_pred_book_rating) * 100:.2f}%")
print("_______________________________________________")
print(f"CLASSIFICATION REPORT:\n{clf_report}")
# Calculate and output Precision, Recall, F1-Score, and Confusion Matrix
precision, recall, f1_score, _ = precision_recall_fscore_support(y_true=actual_labels_bin_classify, y_pred=predicted_labels_bin_classify, average='binary')
model_performance_metrics: [str] = ["Precision", "Recall", "F1_Score"]
model_performance_metrics_values: [float] = [precision, recall, f1_score]
print("_______________________________________________")
print(f"Precision Score: {precision * 100:.2f}%")
print("_______________________________________________")
print(f"Recall Score: {recall * 100:.2f}%")
print("_______________________________________________")
print(f"F1 Score: {f1_score * 100:.2f}%")
print("_______________________________________________")
print(f"Confusion Matrix:\n{confusion_matrix(y_test_book_rating, y_pred_book_rating)}")
plt.figure(figsize=(10, 8))
plt.bar(model_performance_metrics, model_performance_metrics_values, color=["blue", "green", "orange"])
plt.xlabel("Metrics")
plt.ylabel("Score")
plt.title("Recommendation Model Evaluation Metrics")
plt.show()
# Create the confusion matrix
conf_matrix = confusion_matrix(y_test_book_rating, y_pred_book_rating)
# Plot the confusion matrix
plt.figure(figsize=(10, 8))
sns.heatmap(conf_matrix, annot=True, fmt='d', cmap='Blues')
plt.xlabel('Predicted Label')
plt.ylabel('Actual Label')
plt.title('Confusion Matrix')
plt.show()
``` 1/269 [..............................] - ETA: 17s 53/269 [====>.........................] - ETA: 0s 111/269 [===========>..................] - ETA: 0s174/269 [==================>...........] - ETA: 0s238/269 [=========================>....] - ETA: 0s269/269 [==============================] - 0s 849us/step
1/269 [..............................] - ETA: 4s - loss: 9.2017 - mean_absolute_error: 2.3148 47/269 [====>.........................] - ETA: 0s - loss: 10.9517 - mean_absolute_error: 2.5247 98/269 [=========>....................] - ETA: 0s - loss: 10.9174 - mean_absolute_error: 2.5151153/269 [================>.............] - ETA: 0s - loss: 11.2604 - mean_absolute_error: 2.5489208/269 [======================>.......] - ETA: 0s - loss: 11.3849 - mean_absolute_error: 2.5665263/269 [============================>.] - ETA: 0s - loss: 11.4815 - mean_absolute_error: 2.5758269/269 [==============================] - 0s 969us/step - loss: 11.4731 - mean_absolute_error: 2.5750
Average Precision Score (When Compared to Test Set): 39.68%
_______________________________________________
Accuracy Score (When Compared to Test Set): 25.75%)
_______________________________________________
ROC AUC Score: 72.30%
_______________________________________________
CLASSIFICATION REPORT:
0 1 accuracy macro avg weighted avg
precision 0.952507 0.255512 0.746746 0.604009 0.876602
recall 0.753359 0.692636 0.746746 0.722997 0.746746
f1-score 0.841308 0.373310 0.746746 0.607309 0.790342
support 7667.000000 937.000000 0.746746 8604.000000 8604.000000
_______________________________________________
Precision Score: 69.26%
_______________________________________________
Recall Score: 25.55%
_______________________________________________
F1 Score: 37.33%
_______________________________________________
Confusion Matrix:
[[5776 1891]
[ 288 649]]
Conclusions
Based on the
Accuracy Scoreat25.75%,Precision Scoreat68.86%, and Recall Score at25.51%, I found that my simple Book Recommendation Machine Learning model was not as good as I hoped in utilzing the train and validation datasets to fit my model in order to evaluate with my testing dataset. Looking at back my steps / approach, I realize that I may have overfitted by a great amount by training my Machine Learning model above approximately 10-15 epochs. When looking closely at theChange in Validation Mean Absolute Error Across EpochsVisualization, the validation error (i.e. the validation loss) was at its lowest in this duration and only went up from there in subsequent epoch training iterations. I would most likely re-train the model if I did this blog post project again.Utimately, I learned a great deal from this blog post as I now better understand how basic Input/Embeddings/Output from
Tensorflowworks in the topic of neural networks in Machine Learning. Of course, seeing the real life implications of recommendation systems like this (but scaled up on a much higher, economic level) makes me appreciate the complexity of this disclipine and ML-subfield because reaching the end of this blog post was nonetheless difficult for my basic implementation. I cannot imagine what it must be like to have to maintain larger, production-critical systems that tackle these problems on a daily basis.
Reference Sources and Citations (IEEE Format)
To complete this blog post, I used the following online sources as references for developing this:
[1] Book Recommendation Dataset:
Möbius, “Book Recommendation Dataset”, Apr.-2023. [Online]. Available: https://www.kaggle.com/datasets/arashnic/book-recommendation-dataset. [Accessed: 25-Sep.-2023].
[2] Tutorial on Basics of Machine Learning Recommendation Systems:
M. Ahammad, “Movie Recommender Systems Using Neural Network,” 2020. [Online]. Available: https://www.kaggle.com/code/mejbahahammad/movie-recommender-systems-using-neural-network. [Accessed: 25-Sep.-2023].
[3] Tutorial on Sample Visualizations for Machine Learning Recommendation Systems:
Great Learning Team, “Excerpts From a Masterclass on Movie Recommendation System,” 22-Aug.-2022. Available: https://www.mygreatlearning.com/blog/masterclass-on-movie-recommendation-system/. [Accessed: 26-Sep.2023].
[4] Tutorial on Evaluating Machine Learning Recommendation Systems:
A. Johannsdottir, “Implementing Your Own Recommmender Systems in Python”, 28-Nov.-2019. Available: https://www.cambridgespark.com/info/recommender-systems-in-python. [Accessed: 27-Sep.2023].